{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating training masks with the `solaris` python API\n",
    "\n",
    "You can create training masks from geojson-formatted labels with a single `solaris` command. Here, we'll go through creating masks using a sample image and geojson provided with `solaris`.\n",
    "\n",
    "Solaris enables creation of four types of masks:\n",
    "\n",
    "- [Polygon footprints](#polygon-footprints), for buildings or other objects\n",
    "- [Polygon outlines](#polygon-edges), for outlines of buildings or other target objects\n",
    "- [Polygon contact points](#polygon-contact-points), for places where polygons are closely apposed to one another (e.g. buildings in suburbs)\n",
    "- [Road network masks](#road-network-masks), from linestring-formatted road networks\n",
    "\n",
    "The first three options here can also be combined to make multi-channel training targets, [as many of the SpaceNet 4 competitors did](https://medium.com/the-downlinq/a-deep-dive-into-the-spacenet-4-winning-algorithms-8d611a5dfe25).\n",
    "\n",
    "Let's start with creating building footprints."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Polygon footprints\n",
    "\n",
    "The [solaris.vector.mask.footprint_mask()](../../api/vector.rst#solaris.vector.mask.footprint_mask) function creates footprints from polygons, with 0s on the outside of the polygon and _burn\\_value_ on the inside. The function's arguments:\n",
    "\n",
    "- `df`: A `pandas.DataFrame` or `geopandas.GeoDataFrame` containing polygons in one column.\n",
    "- `out_file`: An optional argument to specify a filepath to save outputs to.\n",
    "- `reference_im`: A georegistered image covering the same geography as `df`. This is optional, but if it's not provided and you wish to convert the polygons from a geospatial CRS to pixel coordinates, you must provide `affine_obj`.\n",
    "- `geom_col`: An optional argument specifying which column holds polygons in `df`. This defaults to `\"geometry\"`, the default geometry column in GeoDataFrames.\n",
    "- `do_transform`: Should polygons be transformed from a geospatial CRS to pixel coordinates? `solaris` will try to infer whether or not this is necessary, but you can force behavior by providing `True` or `False` with this argument.\n",
    "- `affine_obj`: An [affine](https://pypi.org/project/affine/) object specifying a transform to convert polygons from a geospatial CRS to pixel coordinates. This optional (unless `do_transform=True` and you don't provide `reference_im`), and is superceded by `reference_im` if that argument is also provided.\n",
    "- `shape`: Optionally, the `(X, Y)` bounds of the output image. If `reference_im` is provided, the shape of that image supercedes this argument.\n",
    "- `out_type`: Either `int` or `float`, the dtype of the output. Defaults to `int`.\n",
    "- `burn_value`: The value that pixels falling within the polygon will be set to. Defaults to `255`.\n",
    "- `burn_field`: Optionally, a column within `df` that specifies the value to set for each individual polygon. This can be used if you have multiple classes.\n",
    "\n",
    "Let's make a mask! We'll use `sample_geotiff.tif` from the sample data and `geotiff_labels.geojson` for polygons. First, we'll open those two objects up so you can see what we're working with."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc8ccec60b8>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAJCCAYAAADKjmNEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9y6t9W5bnNdZ+P8/53V/EvZEPhbJRJAnZtjrRsCOoCNkT7dmqln3zT7ArCEI1Cq1W2bVRpA1BbCRCgY0EhQyKQDMj04gbv9/vvPb7sZaNcz9zf9Y4a98bSl7rCHvC4Zyz91pzzTnmeHzHY85VNU0Tt3Zrt3Zrt3Zrt3Zrt/baev+6B3Brt3Zrt3Zrt3Zrt/ae2g0c3dqt3dqt3dqt3dqtqd3A0a3d2q3d2q3d2q3dmtoNHN3ard3ard3ard3arandwNGt3dqt3dqt3dqt3ZraDRzd2q3d2q3d2q3d2q2p/SjgqKqqf6+qqr+qqupfVVX1Zz/GM27t1m7t1m7t1m7t1n6MVv19n3NUVVU/In4REf9uRPwqIv5lRPwnTdP873+vD7q1W7u1W7u1W7u1W/sR2o8ROfq3I+JfNU3zy6ZpDhHxzyPiT3+E59zard3ard3ard3arf29t8GP0OcfRsTf6P9fRcQ/+r4bqqpqha96vQtmI7LlCFdVVZEjXlVVld/cfz6f3/STr2+aJqqq+sE+cx9dETf68v2Mp2ma1rPy887n85tr+Ztr6buu66jrutzv77mnrusWPbmG7+nHffi355Sf00W/a7R187P9d/6fsV9bD/9tevF5r9dr9cG4mb/nlufQNE30+/3o9XpxPB5b3+cx811d11d55VpktotPuubL578LTX7oOaYF32W5Mi9lfv8+Gcl8cI1Pun7n53eNzbT3b+ji6/v9fqdsjMfj2O1230sv7qf/LLc/tA7+bXl1u8aLP0Rf/+9+8rr5udf01A/13TUnX9sl99eek//+f9q66HLt+64xdc2r63rTwzrlWl9ZbrvW2+tB3/7b9qBrDL4362v43LrpdDp1jn0wGLyZW+bLH2o803z7fTySW5etse68pkO6+sO2Z/pc48lrdu27MXxqmubrfM+PAY5+p1ZV1T+OiH/M/xhwlNh8Po+IiPV6HefzuSz8cDiMqqreMIEnz+L1+/03DNBlHJqmidFoFOfzOfr9fvmNkrSyPB6PcT6fYzQaRa/Xi/P5XMZ3PB5jOByWufR6vej1ejGdTmO9Xkev14v9fh/j8TiWy2Vst9uIiDgej1HXdfR6vRiNRlFVVex2u1gul2W+TdPEfr+PwWAQh8MhHh4eCqAyUFgul1FVVTw8PBSBgR6DwaAwBIY/t36/H6PRKJqmieFwGC8vL2+MFL97vV5Zk8FgEPv9PiIixuNxuWe328VgMIjRaFRout/vYzKZtIR5Op1GXdex3W7Lmh0Oh/Ic1mgwGJR7+A4asC4GLOPxOOq6jvP5HPv9vjyTMQE0Iy7Kh/Gfz+eYz+dR13U8PT3FeDwuaziZTKKqqlitVnE6nco4oCHPyQZqNBqVtRgMBtHv9+N0OhU6wgfQ5Hw+x/F4jP1+X/pjvOYzfp/P58JHNPiTOQEeuYbv67qOyWRSFI9BJvcNh8PyPTwEf/b7/aKEd7tdmcNwOCx8sN/vW2sKn53P5xgMBuUZdV0XWUK2RqNRbDabMtfNZlN4zsBoOBzGcrmMwWAQ6/W68ML5fI67u7uroK+qqphOp4VHD4dDoVnWNcgQtEdOuZexz+fz2Gw2Ra9ERFnHXq9XjA28afkfDofleYxhOBy2ADx6Bd6C/nVdx/F4jM1m0+Kp3JqmicFgEHVdF31Z13XhT//NnNF5rAP6saqqIn+n06nIR3YgDGi7wG0Gbb1er+guaO613m635Z7RaBT39/dxOp3i+fk5xuNxDIfDlr2gPz63zmaO+/2+6AwDAp4/Ho9jMpmUcY7H47JGu90uer1e0e98fzweo6qqMpfD4VD6bpomFotFWRfkHX6EB3a7XdE3Hz9+LM/dbDax2WwKz8JnzGkymcTd3V2s1+t4eXkp9BuPx/Hx48f48uVLWUca68t4Gec333wTLy8vMZ/PW3aPa+A38xj0t+6Cp5ALdINtA3xsAFjXdaxWq7Lu6AvkbzQaxfF4LPehSwzuoNl3svZ/vhGM+HHA0d9GxL+p//+N7z5rtaZp/klE/JOIS+SIhZxOp8H/TDzioqytjFAqFnwUuZkDg8V3Bg0Qi4agHQ6H8hyMFM+3QcDAcS/KH0VzOBwKqAF4ITDr9bqMk+sXi0WMx+NixBHSw+EQq9WqE3FHvCqdzWbTYlIzXwZTKMN+v98CS2bW8Xhc+jgcDm88J+aOQJxOp9hut2UMFmrAm0EnoA8aQFOeg9HkWgwISgAARX/wQ8SroqRfhBHjv16viwGq67q1frvdrtDp6empjINr+v1+WVNANQrLhsDeCeuN8UIxohC4D/DHOOBZ1sn9QkcbLsCYx8N1BmAoM8YHn3ldWN/MG/ABa8tawQfT6bT1PQ7C8XgsBtf9Q8+6rmM2m5U+oeN2uy0Kk89ZYxQ3sgJPPz4+lu9R4vv9vmWMcwOY2YDa8bHso4QNFO0UcA9zPp/PBexY38A7lll4JUcgIqI1PsBX0zRF0aMTzYNd+sJGzDrJxpox4lzAZ5Z76ICs2ykxOMg6ln675IT5ehzIh42uo7vmwdVqVWgHmJhMJkWuAFVN08RkMilOUtM0sV6vY7vdtvQB/MV9zMlOBCDzeDzG4XCI4/EY/X4/ZrNZ+X+5XBb5MW25dr1eF1kFgK5Wq5hOp8VxsGxC791uV2SayKj1fF3Xsd/v4/n5ucUTlr/JZFJkE9qjC5gv9K+qKmazWeFHnpMBjHkcvXY4HGI8Hpe18pys4z0G2wL+JwqMPoUHebbnCGA3f3Hf97Ufo+boX0bEP6yq6t+qqmoUEf9xRPz3v+vNNoQRl0VhwhYeL5wbjJsXzcJNg8Hszfp7DKeBVkQUg4ViMeDg93A4jNFoVIw/hoJ+ef5sNmtFK/J4HJWAQbo82YiLgTL97BV5br4mAy3TD0WS+7AgmfE8f4THSsbAjc+taFhbxoDigTccTbNSPp1OBUQ6MgH/QBd4wfTNnrW9RRt6lBlGLXu+Nt7MYzwex3Q6bYFpgJEjKV4blCM0YZzIRk4z0Qfj7lJw2UAydnjTMgFPm6+9xllWMg9aNkejUfHOuZd7GBdjhiaAX2THPO9neR52gmin0ynW63UcDocyj640KHzuuThKl3WMI8b8HA6HVhQRUGT581rxWZeBMK3MM6Zfvi7znoFxBkZeO2Qhy7CfBd9zfaa1eQw5z0ZuOBy2+CiDIZrvy2kcyzF62S3rfv7PeprxWPewftmJ9LO9JtbFEa8A+eXlpQXYHLXL6+0IPT/0b93HnKvqNQI0n8+Ls4Aj5/U03zIOwHqmjdfBYzRf0wd6O/N95hPbicwnXfrCtLVOs36FlxkH0XE7d0TC7RDj8Di6ypiyzs3t7z1y1DTNqaqq/ywi/oeI6EfEP22a5n/7vnuq6jVahGIZDAYFDWeAg9AREgWRfvfsVp80mMXEwNg5MsW1WXk5JGjGcWTEoUfGagOKt71YLEoYErRLOBzjYI+OsTFPgMFkMinerJvD9TZ4XYAEOlwTLIfar60b91uwrRCGw2GsVqtWCBUPy8rehoXn4ZmbwU+nU7mXiEMW8IhoKTnn29frdYxGowJarbhYd/gKr9+CGRGtVBhj2263RfljiKEPYM1heEdAHTWzp2xj5xQcHh6RJo+Lfp2qPR6PpT+n1Rg/MhcRJX3l55NChD89ZoNQ8xr8B1BCOfM5zxsOh63UheWTeyIuaToiEnxnRwDAmZ0reGE8Hsd4PI67u7sS1SGiCT8ZzNhgQPsMxvIPvOdUiHUJ83Z02zJG6pw14Tvus5PB/Pjf8nQ+n2O73b4xzNAG2YYuALlcp2nAFhEtfkM/eSxEyA0CmSd83aV3uD/re57J2hp0WW58H+kU09WOhssAeMbhcCjRSxxV9DYOGcDAYAXw//DwUHQ9z3bE3MbZ0XbGbGeQiJMjevAVTiIyDP2RA/qB/nYI0VnOBiA3HiN0MjAxfeu6jvV6XSJhjC3rIfeBrlutVq0SFsZlwBbRBqKeL4AWPiRSuFgsSpTbz3VqHhtF9O6Hokc/Ss1R0zT/IiL+xe96PYRDuF9eXuKrr76Kuq7j+fm5KHGU9nfPKPdnj/gaErbHZTAQcYmUIBSOJtgbQ/Ewbn6j8HM4HMVmYbGCwXDZG9jv9y3jgIG+u7uL0+kUDw8PLaCT6ZE/71Ig2ZgxVs+T65znjmjXcpHztufr/mFKK2ePjf8dhXL0CCNmjxAFbCOUDbRpYa8RcDWfz1vpTBTiZrOJiHY0xcAcPnT9D2uP4rRnkvmO6wEYNHur19YHPnKaC+UI70A/jC9859SclTzzoU+vJz9WtFkRZzmAdtCbdAGA3koKIwGAM9hjTgbbpD9YextWR2mybJim1GZEvBqqjx8/FqfD6VEbUwNt87V5GjrliLXlDWBpUGm+gQ94XgbmWa4NNieTSRwOh1KDhYE0gIBfoDOGPYNxDJKj9ZZby6mj4cgtHjzAgrVGNzoF2KWnGYfBHjqAvuyIZtlnvI5ens/n4oT2eq/1QDipLy8vZf1dSwqQgG7Ir523uq5LfdJ4PC6OUU4NU3PkdWcOOM7UNPp/9JV1GeDO9CKdZ1rYDpnGHz9+jJ/97Gfx13/91yXSle2I+R36QRNkE7DCmph3kUnTrmmaogPsPOCI0s/hcCiOpJv5Df7Y7XZFlw+Hw5jP562oLn3P5/NiO7LDSA1Wbv/aCrJz8+LsdrsSdoTJ7SFGRGc4NRtHK8+IdujOKBcmzl4N19oj9w/3oNxgGH4wkDAf/R4OhxK9cA454pWhiEKgmCMujEEEyQo8z5kx42WZRhYozzMrK+jF5wZG1/rEGHOvoyMoXeYCwEFJOELG81DiCGQuIHbkxl54nhON8WEks2fl73No2uNE+DJtPLfMI9wHrXJhufnMn/kZjvaY/r7fCsTr6QiPDZrpaR7EODIn5mK+cJ0S9LacoRxNW+41f3Q1FD5GwrICPQ3SMxAybwJg/H9EFIOCl/7VV1/Fr3/962IgrWOybHjcjpR6jMzbxsdraYCZ6Zjp4jnZkWA8gKAc/elq8HKmI2tkmtmwcQ1r7/Ej464By/Q3cGUueW78Nv9DY9+bHYhMry4jD4gBfNMv47WjBbDzWtj5cVTM0RM7DF4rasOqqioRPfODI2x2Rrgm26cMkl3DlGnka72Wrtc1b1unU8PEd4CNb775piX/rudCn7gelDGjVzK/eP0YX+Y72xCeyZgckXW9GLLnzTy/a3s34Aim5TcAYj6fx/F4LEVyEBUwAjFgKFoGOlZG/huDy64Pe0w5WtIFLPCGHP7OIcXxeFw8OhtnAJKfQeiRHVHO8xuEgdBtdK0wXAhKs2doY2kFZiPg0DH3M5YsaDSYkXsowLNCZb6sKQxrDzo/z16X1xtFxxo4PcA1Lhrs9XpF4PkO0Lnb7UqhXwYwHhOeOobPERA8EzxIh275/nw+v9nh4fXIgJ01w4u0orLC9po5BeQxWBGZduTiUdbQxDI5GAxiOp2W9IN323jNvaPNNSNN095txVitwFg3rwvzYIOEQQjP7pJ7Owo2KJaB6XQam82mAMbZbBbPz8+tSElX+tq09BjgZSKDlAt4HvApn3ue9IfjAP2cSjXfO4LZZeC6DOR0Oo3dbtcCDo5oGOj5e/jBEQOeSe0L9CWK4RQKvGvdmA1jBjk2itlgZn2c18bGlzE5hes5o0d5jovtmbtlajwev4muulQgj59iaOjDGHKUBN5nx5ydbTsIzJ/oifVUBvJZf+92u1iv163vDV7diGZZH53P5/jlL38ZERH39/fx9ddfFz0EUIEeBjD8JlJ3zeGz8+XoqCNGjI3NOawvwJNdfoAi0qiMZzKZlJ3w19q7AUdm7uFwWBgGIQMIQTQmOpvNWtt5LSz2wk1UCxO7u1AKNPoxes+KBCNCv97FE9H2duwhgPRfXl6i1+sVBoRZERpSPQBFAAJMMxqNSk47C4NDxNQxMCcbCytcey42DtDb3oujQQY9CIHBG3NCWcLIBnZct9vtys4JKyNqU1gn56sZLwLHOrLmVg4YIns0s9msKADCtNRsOBLGvEwXgxMMFv37B8Cf+bPXu6SLIqJlQOAD5mnABy9aGdnBYH42aDZE2YPPIIMx8hyejQLs9V5TE/ydo1GALZSk+QSQx5wBC5ZTXw/drSTpF7nKOsQg3PQymKFQnL63223c399Hr9eLp6en8rysEzLw8LMBdRhhpw1xaswvrK/BAkAD41JVVQGF0AvZccoljyePjf/ZReZIjnnJ4MfziojWcRjD4bDwtJ1ONiDkXY5OW2b92rV+OUJGysXzzdEE8zYAExlDP0MHaIiuQXZweAEqHi/j2e/3ZccWNO2KbtiJ9Gd3d3clRWYnjnFGtEE5/AAog6akK+Fj9Kp5IAPHx8fHeHl5KXM3uEZ/eU1YC77PjtOXL19iNpu1eNA6zI312O12MZvNyrq6ZV427XKaH3v29PRU1gs+wbZCU9dJ5tqkrvZuwBEtI8iI9m6hiPaOLSvQfL+ZAga3YsqeUc4T20szo+VIAr+NrL0QKHw8Ao/fgI5+WFwrTAudx/h94/I5LAZAPMuALM8ne/kAMTOnx2OFY2NkxYJBYz5+ZjbO3vZtb8mKBC/EStYpAqe/sveD4SOCg/E3MHTEw+vg9ct8xPd5R535MBtz1sneUaatn8OzXd9iz/caj2ZamucwWuYNftsw20FxRC6vJYbR48lGyfIBXezAYJD53kYZ+fKP18Tz9Ty5Bp5m3Yls0D8ggO/zWpgv+Ns0gn6uRcqGwuDX/WXeNS/mKCENfrZuyHOmYdy8nlmndEVmvA7mDztA5tucMnf6NvNNbuYVnu155Wu71j/T9NpzPT7m7DPWnILjh//hm/xM09/8z3eWXY+DdUH/ApS4F8AHfT2eXKKRdXsXfb0+5jOaQUjEK7jx0Q04AI6OZp7NthtnO+sEmvnOusHXeJyDwSBms1nRo0TTiNq6FgsbxNr9/wIcZePnz1wU50PAHPbsEpzs4bGgNgI+tCzidWH4DAb2jjaDHithxr7f72M0GpViOvrr9193W/gcCsZuo9o0TXn+drsthyMSSbKSNXPlufJjxo+4RBIyXTKjoKBzlCkiYjabtVA7dLTguqjc0RcAyTWQSpia9UDgHXq18srpFXuH0BawUtd1ob9rCvAsm6aJ2WwWm82mgC8rfpSgoxeZ5wBaXl/maOBlQwqd8XTYqenzVxiHI2rwS06t2Yt3xAiPOBtXgxmP2T8GX5PJpPBz3u3JvJ1OM93wPIkM2xEwiIZnLO/UqfGdFXJ+PvOwA+D5TKfTUkALDVHao9EoFotFPD8/t6Kl9GF+swzmMUBj73TC4Bn4ce4NvMj8bOzgG2joejvzwjVl7zE5peHv0a92MAwoSPO5DtIHLLqfweD1TDEXoSMbGSRdM+J87mhbjnh23W9g4ki29X+mGbS180N01M/lN9F7nN0uZ8Y603yEfsRhht6uh2Frv51p+ttut7FcLovdQfdmnXSNPhFvNyDZTjjlbT3K98jPhw8fym6xzWZTIv7ZIbeDAR/lIvAM/smM5BpXO3fci81ENqApWSF2t/Ic9Jf5o6u9C3CE8csomO/MvP4cJqNuoMsjzgAChYkSQrBdIGbhj4g3/8OQ7tPegNMfjPNwOJQUGH0ZGDnczIL5NGAUKqgYo4LnYlpmo51RNvdY2ZHaYCzcn3OyeFIGJvw4PI1gZxCFwODp8j11ScxlOBzGer1upYWYB7VaLkw3wHQNB0ooRyq66psMPi3sGA0MnYsU6Y/voGn2kBmjlTQCCqBzvRrXGrh7XW1EHTGyIjMAteHNtPDaWoZIXRso39/fl9PZIy4HpfosEdciwbvIlsdsuTdA8bplz325XJa008ePH+P5+bnF+6xljnBkb57dQ3bIMIZ1/VrXR1TStOT+TDOeYWCMXJD6WK/XxZt1pJJ0loGf1wa+IFXpk4HP5/ObXUp5vl3g0TVDOfKTnSKPif/RH6Y3cgIYco2Pj2Dw+WfsZLQhzwY5y6kjOhmMdM3fEdOIV/2xXq8j4nIwKjSxI2DAYfBA+gte8fNtU7Ic+n8iQgZE8DVHK3gXpedk8IpjFxFlkwnP6QJLP8QXmYd9n9fi48ePZUMDa7/dbsubLWwrLR+MH+Dswxuzk2udbzDkhq7Y7XYFSB4Oh5jP5y25YD70693x19qPcQjk/6uWFZk9OnseEe3UTUbcXQJi5ZeVJP1CRJQ419uwWAANsvieZ2bvo2maVtGcDWhWPPRloGJFilHH0DmCxfM9jvw/zGkEbvDkbfeMw1ETP8vrYE+sCxgwbhf+eWstdHAkwkDGdEWBO1SLwsHg4V3be8sCy2+8ZQM9eMbg0ArOipx52uM3zxhwWnHxuUGDlZ4jlwY5jNW06gJCNhxdPGF56VKGrJWVI94y/bg+yN6YeQLjDy0cLfF6eOyOFHpslj34yXzvv83X7sOpNsCZx2IdkOmTgRFjzpEv86uNI3wJHT1eOwGATUeMvDmDZ3tXWNdcu0BTrntibNnRMq0915wa9/wY036/L6+zILWRI06OLmaQkw1qF/D1GE0TxhtxAeHcaxp7rUxX69WuZ3eNz/S1vNk2ZNn0PFxcjx4zj5g/HERw33mjjMf4fc221zLTdR3rXdd1vLy8vDlcletyBLPL/sBH2Dj6ptE340KH2F6wFuxEjHh7in/Wi9aD1yKtEe8kcmSGRvG6GI1t3KPRKB4fH1tpAwiM55X77VKsNjCgbqNg3gflxYRxCb3byzCoMgO7aNrev40f47QgZYXnyBRzNfC4RtOIi7HlM3aIIUyEdu0xZW/bgAaQBH1cL3M+nws9uabX67VCyE5fQgunGXxomgtaDQ7ZVYZgMQZ7lMzdigwDk41RVVWlQBAvl7G4boJxWHnawzZtDGT43AafgyNZc54F/1VVVQ5My0LcNE3ZAelt5xZ6Gxpvs3UhpQ2k5cVGJDsiFHIybuSUH/qGbyOipchMc9YzGw/ow3cGV/C/X71zjfftDPEzGAzi7u6u7EhkvNCQ9azruqSG3Sy/NgjWFTbIPr+paZpYrVZvond2ApkfkVFHPOzRE0HuAg/5swwm6rouGx/q+lK2YGOa9Rtr+Pnz55ajSarWJ5qzy5bIN/xg/mNdz+fLO666QJ7Xh+dFXN67yPxYN+9qdVSwqqpC05yBMDigMT6nbrkvy6PBel4H61Job/6v67pEz9zQrZZlxsDf0AD5yA5YBn9dIMm6Laew/NysIwzOkEc7Q9DDa2k94LRkjg5FRDleI9Mq05PaQTIVNCKbjMPjzbb1Wns3kSMbWIhMmMyL50JQrrNB7lJmfJfRpyNEOXLAs3JEh+Ztir4PJiAH6uIve+LZsJqBc4TEgofiygxL6/J2rCRhbBSvDT3PhiGd83V0g7lzPf9nL7PLe7CSgM6ANnuX+WwoN3iiaZpW/tgRgOzBWdBMM2i73+9ju90WI2VFSr9OxdmIMx/TMP9tXrSihf6eA88w2DaYNa9lGcpesoG0aWeZyK0LjHVFtkwH845phlPRpQB9j5WdU3KOHjrShmNkurrf7PnzwynZnPrNWrAN2E6Z+TUbB2jJZzkakWluwG55tHFDtnEYbCDzPD1Hj8vrwd/mQc8rR6n4DSDhOtYQecg0MH1NO8/L9TW9Xq8YNA4FzDzp+Xie5hODS/NV/tt9o3ezXreTy3rh1GX6smYR7Zd5mw9Y3y4dnQ08Ng1+8CGPfjbXo/8dAbwG8vzsa0ApO8RZd+bf0MDOj+ea18DrxfP4Pp/RdI1Wpq/lx/37Oo/DQC3Lwfel1t5F5CjidYuot6VGXJTnarUqL+XDO3A6KkcjaF2eiBWQvYcMkCw8AAnnknnTNgjXW0F7vV7rHBxHd1ASMLWZkiiIU1AU5yKMFN9hRDjtNxtKaEM/PAOa2GMBEPiHPhkrY0NBOmzJWLKisIHOip65E6nxm8y5B0BiD9oGFe/Da+hdTI72cI1p5fqruq7LW97v7+/LPMxb8A99eseP1zfzlgtQUb55LHiBfqM065KjFAYfrHH2Em3kuN9zdTTQDkOWlbyWjl5kY+woVwbaEZdXk3jsBvx2Hvx/V+0F0Yos39DIO+wsD7/3e78Xs9ks1ut1TCaTeHx8jM+fP7f4Y7VaFf7IaY2I9qsNoJkdKW/HNviDr4mEowv4jLoJNl/wHBeOMx7TGD3TBRIZZxeY3u125dR9j50+DYTQfdPptGxbJ4rLlmwi5I+Pj0V3EPH3ulMMbz3iMVt+PX7Tbjqdlroh8xx6wuOHbqfTqTybey0/rnuFBtS0Ztqh9/JONv623jGf55o7rsehrqrXo0W2221Zd57NvXlnqTevOLVmHjD/+jvTLvMOa5HtIj+cQcjnOdJmPWHnmeeRhYGO+eBjj7uLlx1Z9nXW0cyFa3gWfHgt8xLxjsCRTz+GWS0g9k74nPAzYMERBStujA7EyjsonMZC2Tmdg4F2zRAE5uhxjA99uKg5o3qHQ13w6ufV9eWsEc5IIQ0D81k5m05u9mb53sKVEbwL5MzkKDM8qix0HoeNtncT+X8UVtM0b4AR4DdH56x8oJOBJv3bUwdYeR0YM9fZAzoej7Fer+PDhw9vlHeukcmADwPJNYzJHq49X65j3AZA9OfzpUgdwxeMCZ7wu+Ks2JwKMMjjPhSH+RaFjSNgsOIUlxWgU0X87ygqfJ7XIuJy2Jz7gFcsJ1X1Wqy5Wq3e8LVpi/FBJpumKWCI+UREiVzQ+Pvz589xf38fm82mM0KV/zZA8ZkvyANj6Pf7Zace9CEVAfg4Ho+tF4pyjltdXw4ndB1ejk5moJybDb0PPPUWbcbmtTifzyW6ejpdXlmTC+bRDz4HqKqqUqyLXDkazjUec46EIhMuccgGHjnKvMhzGb8zDuZ/nFF4HxmynDGebHNwAh1dtYzk7IT5yE6dwadf7UMz7fkOAAptrQPy3xmMHg6HFlDI65Bt8WAwaK3mCw4AACAASURBVB2ki2yyMQpeMZizLYZXJpNJ6zDSnNazvvCYoDv9EKTAiadlfeexwrffFzl6N2k1RxhoOdRqAJCLukDdXM91CE7e8WPFYg/JoAEhyp5yBhY5DGqC25DRAFpdwt3lgRjZ+28DRdPRwND0sDHMYWWDj4h2Ht30IRSeAazHZfoD8hxK9TwBfBGXwm3zgZUMgMjei5F/Drla4BivUzamBc+3QQKwudjYdDXwcYTHERivFd9bUQDSPReDv2ugFy+ffnJtlu+xgvSPa3m87lxv3nd0tGse5iHm5Jw/88eoZ3m1A4Fsc60BmWlpGps+NmBeJ47FMCCwsTDI6Eqhdj3LEWeao40+C8rpE7/s1eA8p+qsF1DoOZ2fx+517/rx9y6KxfljrOY93klnQ8N3vLQVnuFQwiwLRMUAzAYdGdBlmlrvwg/MGRrnlLPlmj77/X4Bm+ZR+Nd1UfQBbYiETSaT1m4/7rVOyX14TAYplkfbNMbrdXVjbpbBpmkK7T3/LltgfjbAy61LDwHSc9TMY7V+yM+13TQP5nFke87zu+ybAwVZL1m+s97w/7m9i8hR01xOhTUa70KwTqcRHjWxMjKmsZAoTq4jvBpxSXlZME1gn3mRjTP9+UgAIh9dBg6lkr0nCsuYa1VVBV2D2El9QQt7OaaZjY2VWaYpdOn3X18SynhRBL3epQYCz8QRpi4PDyXT7/fL+Ud4boyRlJoVP2Phf+Zkz81gx883wDNwtLeCUbbiyfSHB5mD64pcJMmaOJSf6eBXNbCNG77Bc+LsG+Zqj8t86JeKeozmX9dJGHBAQ9bQ4IQxGBhAS4w3Cmg2m5Wx8t3pdCon0Toa5/Xx9m7oyrXIib1+nxrutCRplQ8fPsR2uy3bqQ3AoJdTLaxFxKVImmsddTPoJ2WdDQd0wlhatvmdoyoR8abQH4CA8zYYDMp2d6cYu3gY/eFxZTBn4JQjmtnw1HVdaFBVVeuVFqxPLp4FoPsNBbyGyff1+/345ptvihN5Pp/j+fk5ttttawOGadUF8G3w4XfW3nrbvG7Qgj7hLLGIy0nu2YBaj+73+1KrZh6Hl7nOOoP+DJRpBhXmOWiFrmiay0GQmQ5ZzhkjMrparVq2xcGFbFe537Y1Oy6+lvFypAxg0ICpa+4AWuZD1Ae+wk4gp/m52XHJ80ducHy41mDJupM3Llxr7wYcRbTztjQbHAhiw9wV/aFlkITS5hkGLuxQQ1A5o4OFiohy/H9EuyAbg0bqyWFaDDTf2RP0+5N2u11RligBgysiGRFRwqC9Xq91XgSGwsbacwew8Ux76Fa4FDmvVqvijfg8EhtMM2OOYGEcmK+3zBt0OO2SgZ5TdBZMA9QcVQRERbS9Lysyg898L8KKwiBPjbfvQ8VYqwy2+Nu0AljxbJSrD668FgXsiqKYxk7P+D54NHtW8LgNKWN1ijvXS2FASWkawEZEK2KQgSKgGrrjBGS5aprXdAEGgv/h44eHh8I3GHHkyfMx/w8Gg/jFL34Rv//7v1/6OZ9fX33A91l2oEmX4+FoAHzmyASpO+bJmEgBWDchjy8vL63aRbccUXLLYCjrvRwl7gJGGBpeCQPwYf44NX7zvOXKcuoIKDQDkOJ8mXZ2lrJj58iKI7X5bx/aim5w9JExse7wY9Ncdiz7tSoc4sv6MAf64zwnng1AtMNsm2RZ8tzzfOlju92WCJXtDOvn16EAltCvjCXiUnuXD120Uwg4z1GVDBrNe4vFogQWAJ7D4TA+fvzYAioGgOZFdhxDawMYmiNRjNe8nfmMsfBc22J4izSlo9vX2rsARxHdaQN+Wymdz+fWAWRmxIz46dcEtRdlReciZIdS7dHYEKPg/XJAGJz+ATb0nYXd4/RWRMAfdRUIvXf+MAbqUPzOIZqjLQ5z2kNwminiUoTKvUSKHKFwtAzDnMOhuajO8/fzoIOjYAhhrgfzGrplYGxD58+dNrOCoE+e67QjQMlekYXd6+vidY8J2pByAHjZaNGvaeJ6rSzI9Odn+F7TK4NkeJp7slHKihrA7D6hLQo6RxENqFDQADvPz4AbwBURpe7G65SjC5wHg8Pkk7utTM0HBvw4QBgOg8cuPULjewA+4+c5HBRKrSBjhx4ZqMNHjrD6meaR7Dh0jZV7csvAsSuKZFBIdMXjWa1W5V70lY0U/WRAiY6ktoVoah63m3mS/g1KzecYwxxBhNYGZJ5PXdclXUg/AFSD+IhLrSo6KWcYPE4+yzzjNGpeG57JvQZefM/hpc464NjyfL/vrisil3UggC4DUF+feeju7i7W63WJgsK33rQT0S4xMc/5qA7WxwfJZuegy6ajS5z9MRjqAv+WxZz6y+3dgCMLalYaNuosHOiahkHO99On+4CpnJ91qBOlC/ENvLiW+gWeBUjhe7xhMzSM6tQZhpzojT1/GG46nRalziJvNpsSjYq47BZiHg49gpQRYNOJqBaCjudPlIDQ42KxKHRBmKCD04DQ0PQ3IEIIu2oKchTMguu1dL9WhBhXAxcboqz0GMfxeIzFYtHaeQEgYA3Y4RRxOYPHyoUfjKXD8xh8+Ajec8QTHvIuKzwwG7WIS80a880CbvozPxSzC3o9dvgOIwbopW/zpndM4XUfDodYLpctQMLzSckY7JHCho+4njUmalTXr2cr2Ru28WFdUa6j0Sju7+/Ljj9k8enpKWazWdlC/u233xagaBrSdzbcBio0HwdgUNjv90vEGYPq+SFT6AynE+3gORJjvneEDyPZpfdsMA0msmOGjmN9kX8i0RmY5ShMfg5rA0/XdR0PDw8ljQzoirjIUpbZiGi9eDvLgMePjMK7Lk6G/wwUDFLRrwBa+iCy4XvhRfSk19Vy64i8gbOBAHO1DYGmP/nJTwqN7ZiRamad0I0+2wk5Q4avAXzWys4JvGjnPQMIX7tYLGI+n8fLy0t5txk8TdoR54N54ngSbULnoQ8iLqdY+9kZoNkxXy6XsVqtyq5C0zk7i9hNO+jX2rsBRxHdR45n4kAYFH6XV8F1maDkM6lv4nPSWvzvt7/71Qf+gXFs8BAADAgV9BksuA/n8b2LjWeaCay4qAXiB6DCbjJ7so44wJRmIDwTlIyVfUSUcRIls5FzuBZ6RbSL7ezJ0y+CaIXMmFE+rvnIAMBjyyAp81IO43MfCnUymbSibLkfFA3K0jSz4QIEeGzQywbMYNzrYwBvenpcKHsUvOt+UChWwAAhGw3GaABjGvKdawNWq1VJB9mrNM872gjtMaA2UjnVSZ++l/uPx2Nr27flyMqeOZ5Op5jNZiVc//Hjx9hut3F/f192q/32t79tOU13d3dlTIfDoSh6nAEDMwMBe9noFBcHMxbW0tEUp30cacxRUPNfjoznCIqNs7+3vCCbOY1i452dEPeVo0P+O48N401/TkvZoTFY8L12unJk1PT0M+y4wdd+pyDlD/nFp47oIE/n8zkWi0X5nCglMuVUo3XLdDotvMO8vBaesyNc1DVhy9CN0+m08KDftWkZNyByPV9eP54Ff2YZylGVrkBDxCvo55BajlagHpEx8PodbyKwTeWw0BzpwuHKZTC5uQQDefdcbcPQ1+gwZCRHqNzeDTjyQjhaQHM6CWNhZWOh5beRMYLveqAsoM6xG3E6P2kEamR7DaFzErLnRZQnv/fLz/V8bFihAw1m8tZKe22O0uSIjSNjMIuL/2z4USbQkUJKlJPnbOPJ/xnIWrF2ecjZy7HgdvGO73Mot8vjj7i80JQ+vTbM0UrYURL4yADRY8uh6RxlMo9mr9/3ea287uahfE5Mpofpj8HxGllGuoyp09ZE9cz3jgjy0+v1WulmeMQRNIMiyzGG0CDZ77ByhMbzy2AZWd1ut63UcVVVRSlzLdEdzixrmqYAZhsY85dT1XjvRDoybXygKXrEBrNLd2QAkK/DQHruXv8unve9udlgWBa7nE3LC2P1szK93JB1g4MsB9mg5/6svzwfgy6DI4M0G1Q7KszJusrPv2ZzcgQC5xOw7KhWlskMPFwyAuBxPY/1i+lsveAIZRewyPP0GtnZMq279AORIebcNK9OPHVz/f7lDD6+Q7bQl0Tm3VxGwfjt6Lp5PA4W5FIMb8AwfcxDXe3dgCNaFkYvYJfnRT2M85z5elC40zbsUmCxUMqkoFD0oHnX+0BsEDGHoHlsERcGMrBzCN0KyNdkQ4qAG9E7NYhSpo4lIlqFk8zf/dro1/Vr3p1wskEaymQwGMRsNovBYBBPT08tYEWzAWQNXP8D40a0C1idc4auRDh4PoYK3nBzCsuh1C7PFgHzuUr2RunPhryqqrKji+8cEfH5Qr3e624RF6JnpcaaZLDKdQaoVop4WfAB62vjS7O3PZ/PC7/Z2FsJohRNPzsKREfoG1AOgPFZLJwlw33U0OWog41aNji85uZ4PLYOOjV44LNM4+12W0Lsrh/b7/cxn89juVyW86z2+315KfRmsymHHPb7rzs3uwy/wRH1fna8LPcU1Xp+7PLBObKcMjf/5HVhPKwZxhTF7xoTy0YXwGE9Mc5+bQm8Tzonp7cymKHfLgeHa0lfWQ6IJnhtPc6uvz1u6yH0GXoa3QjIQKc77WS5dvSoaZpyICcGnvXIDrydjZeXlzcRY+hrPvD6QF8i/+g/0st2QOx80S9zzJFHr3XWM5ZJgwr+Nt/Q6IN7OfjTEXWiXPALNsXPRk5Jp7Erj+9o3rXqlvU2epRr7bxjJ7OTkQMNub0rcNQVaszo3eFfjAv3ZG/MKBFjYSNgoMAzF4tFREQp0oNpXfTmnDJC2Ov1Slqr3+8Xr97jyGFQwBrgISsBnuOwu8ERi48HyTgQ/CxA9oqtiAh3A3iysYGmTvehgHOqhDmShmJtuMb38hnKyYDN4WHmgJHJhpW+WF9HHryLLht9BCYbWtacrbsRrwbfO1KIMkJ/p3OsGBmTn+G0EvTtor3BJoer+agBds3RLPzwNNdmz8m1Y9A/p7Ty/56bZYiDKf36F0crob1TOcvlsgWGs5Pgt2xnUJQNsL+HbtYf2dPm/+l0GsvlssgXz2O9zTM2aoyZMcJvABQAhiNHrlvh/gwUIi6RB+s+87EjLPDDcDhs7Sb1XL0O1ov5fxtvomZ2OHK6GDp2ASFHvPLcvHMv63vzMH/3eq/pEk4tz46Oo6LZscawVtXlhGb40MbVYDJHK4iADAaDUnyM3soOhGXPa9Xv91vnuWWZpaELzMer1apVfgDoBvy7FMFODjrKJSSZ7na6rX9tC0xb+KPX68Vms4lf/epXxfEB8GMnHO3ycS2en+0h/yMnLjfpalnueQ5jBaCORqPyebZr0O9aexfg6Jqiy8rVnxmR00cXWqY5VOx7bOR9qB5eYNNczmACIBmkUagKkTG4MBgeopWrvRMMFmCCnHj2SrywBoTMjf5B8FZOCGqmL0rPjJujG1bGviZ/h7eRU0GAH68zxYv833UfBivTwYLqMKrXvUtRec0991zvY7BlhZq9F3urXJM9e/ikK1rDd/TNc/MuMgPSDKr82/2Yv8wfjkz4N8/MkRzP1X1Rk+d6I65hHC5M9/ph1OHVprnUn9kJMnD0unrcPyTzXksrYPgmOyFcx/y988ZrypwyYLDcm+dtJG1kGBPr6vG6X9M46zvrNCIfRLwyLboMioGSeTTXJOVmI5d55PvWjP4z3+brM2Cy8+v1M5ixXvCccoS+CyA5NeTnQh/0pIuhrUtcx0nmIeKi27KsdtEuBwW8FoAOxmSey435e4xd+pAfPysDmCyLjJGaKn/X7/dL1DyivXOMaxz5yrtvIy6BAz+3a37Zni0WizfZCYIGLsCGHk4fXmvvBhw5uuL/s9cNgfFAvE044iJUNsAsXMTbF9T50EaiRXd3d+UcIXbKZE86K5b5fN5KtaAcQdSMi8VnrvZC2EnDfKz4AGwef/a6s8cGIzL+qqrKjiILgYU2r0MGdczDRcE+C8reoIUeBWFD6DQPjOuUpT1Gp8FcqGcjOxgMirdohek5ZFpZmeZ1ZT78EO7O3qoL2e11QQfXvNijtHH1jhMijpxGzt+kPjPwsEE3aLNiZBx+mzn3ZBCSASXXcs3Ly0txCvjtYlune0xHfvsa1tp8RErNfJQBBmPyPBh7r9drbbnOADsbzq61d/Qnp8C5xjsq+/1+OXiPCAP6hRPlN5tNC0RZVrLHbBBl3WYAa960YWbXldfNhpD0GfNlndFF3tDRNE3ZcWSjmfu042Jamzfp0zJQVZcID04k/SNXyBS0cSSFcUMrdCR6hOgJRdjoCx/B4Do8aMmZZtSWWofxN+PcbrcFEDmC1wXEPD+PP+tj60VvEnEUxmCecXPuF3rE8uzt89m+eM3QvR6T9R19OFUfEaX0wjbKsm8aW1+xbg4yIDNdjblaPngWu1R5/uFwKNFx5BGa/1B7F+CoruuSYuoqXotoK3oTzV6YiWQk6poH73JDKBFE38sikbe2ULNN34vJ+3AWi0URdMbr3LgZczQaxWazKXPw7gbvPkDZW4hQ3uSlHR3I4MjC41ws9O4SgJyOIlTKTh7mfU3gPV8iIPZmer1L0a7D7dzrOgB7/aap5+UxZG/UY3FkxjuLzItW/Bm4o7QwROTNeYbD0Y7M+fOIS9oRA46hxYAw1i9fvhR+ZG7k5rPXnwE7/IohpA+ncrjHhhoecNGyeYpomKMqKOscBUCZG5hikLzGVVWVE5PzCdbwP3Tzelo32DDnlDbrZ2PQFVmhD+aX6Qs/GowZYDI2ZIQ6MXu0XI/OspGzU+HxMEYDJD8fvoDWmT7uy+lsyzpyMxqNCtCDlh4Dze9btF7LesCRNkc/Iy7HV0AP38/P4XCI+XxewKMdZ5qBC06nnSxvU7fjZL50StPjA6D4AEtApB1n+nANIGPxelmevUGI5r8Hg0E5CsbpbO9iNUgwcGBdXW4BbbPOdDrYaz4ajco78QgWbDab+OUvf1lsFjxzPr+efP7VV1+VORpE2kEyHxhw8XzvWMtgiz5ML+gIXThiBr6jvs+bJvLZbbm9m3erRcQbxUC7RhS+MzNb8fFDCNDeLYjeSoKGEBBWh/lZOJg6G34UVDYa3BPRjmjZgFG4CQjKYIofGNhel70K7s3KG9oxH5SMaZs98Ij2zqzz+VzAFTSmXxieMdqYeu14JobHQBR65GhLXl97b55rFyCyUTBYzLSxh5Y9pgxqHf2DRnmc9JkVuT1KPHLG5S2vvtYGLxuOLlnw344uef19D3MwP5iGjMV/53E5BWog1hWZMc1zBMIvonRzlNHjzoYfx8QgijH7Pq9R19+eY9d9Xl+DED/TdPe6G7xkGc/NYD/37TVGpnxWV9d4GZPXCwMH+MPoRsQbsJDlzQa2K9qY78mAxvflNXVEE1obXJt3TG8+Q7ZylI7fjmyiu4k8ocPRr/Tl4x3QYV6PzCu2ZXYiPB8DCEdts5xzLaeB0yfOA5/ZxmXwbjr5aA6PnXpZ+IKoPQezYktNf57JBgq/6gj6G5RmHmZdPC/0Vaap15HGddi2vNZ+HsAsv34nt3cROUIYGTieLcxgw5IjEDb8oFf+x7PhOnsXRqyODoFgX15eWsaSSJGBi/PLTnXABH4thF+RwFyfn59L0bJ3neGVGBx40dlOPRqN4vn5ufU6lZwSsuKjH78LyWjeQCAbTRtuA0P6AdSxM6ELGHjNiFrlNUTgAIo+JflaKDjiVTgWi0UJnRuIIRw2rvZs6LeuL6kdGzIK8n0+CgW7DvfbK4Wv6d8RMpSIFTbG7Xw+l7VnnQeDQUk1ZaXpfL4Bv3ee5HeyWe4wAKyRDwt1NM9rYGXPfO2ZwjO5psBrYW8bheq1tcfN/e7H/Gte8Jy6ALMbY8AQUFCfFa+f4Uil15pnmreIiPjHfEwqwZEAj9VybCCFjuJaIgs5/QdvmWaOSPM5a09ahAaQNh299jlaz3O9Ph7nYDAokRZAGPfbqzcoRSeTHsm6mDk6tQ390X/5EE7mCK14BrsMq+q1TAI7ZMBuINoFFFkr5NAybseXXWiUclhvI0vIJbqGVB9r5aNgmB8OPfrXOjgHFjjCgvu9y9Z2l2DBdrttRZPt2KIDh8NhrFarclo9eg++gE4eMzzN/8wbPrXd8Hc8fzwex2azafEI0VrrAssKjljeEOH2LsBRxOsCQFAWqd9/3SlghWxDZtRpAiKcDvc6HInipsC63+/H4+NjSzkjpDAJ25UNzlg8mJAFNpo2wgYIWYkNh8PyecSr8LILKStgG8Tn5+e4u7uL4XAYz8/PLaOUd4P5qPlsOCPayhcAymfeCk3di5VNRLQUHvPzTiR7NKanhRVlg0Im3w/wiogCTpyPp+HZMG6nP3L9ioUSAYMvnKalj/F4XA705KWVVjrQzYomK03+BkTP5/OW0f3y5UuLz4ksuU4AUO0IELxsLzY7D9DJr5jBWFmJwqMYp7xDKhs/eMd/W/Gx44+xe8yujWCu157B/1bIToPbGJt/c2QRGjhyg4IEpN3d3bUAA7QzKPABp/CTgRHPyvzH/aZTXdcxn8+j3++Xl7Z6jPRpIJLny1zYDALoy+A76y5HpVhv5s3OW0camZuNvr9jXRwdMsDzdmoDHPiFE7QZIw4CNT3D4fDNO8TgVx9G62gF9gI6uEgYZwReMTBGVvJhkebDvJkj09rA3GvpHae+3s4TYI3ojnkCOnsHNXoo90vN2/Pzc6GH1w7eszMLQGQ9OGeMFLHXNYNvy3PTNAWIWl/m2ln34/QY8/ILYpFp87Yj8E5T2inp9V6PB3l5eWnxm2Uzt3eTVoMZHILLoTuHsCPeKkUmnaMn9vp8n5/rvlxs7B1LXB9xCeNhlBB2e1sWuNPp1CqMRvD53l40zUwMbSIu1f8uPOO3n4kywCNzc8jRjMr4eBUDczb6tvJzxMReNXP0rh3TMUefzMgRUeaWgZC9IStRG3t/7lA8f5sW9gLtbaI8nVakQX8rJM/RvNTFu/aUB4PXU9s5xCx7d17nvEbZcHuMWaEzbp5temXw7c/gge8DLf4enjB9rPzdt73dHK251rrmnWmNsTOowrAAhogWOb2LvjHoNE3oC77iN6CSebJuRJa95o4SGGzk8TKnHHXKqSgDS0dh8pp4XV0ekHUHRoai5RwZcvMcslzBB4wVnvCZcPCA6YCD7PW1ofca20lgzMim5QiwYN0IgLKucEQLnX6NL+1gWb4NXr0GjjbSHH3CcQcgWH8BVNy3+2NtuY/XoZCNcAF7lh/T3dEab4v3WsPb/tvr7RITf8+amDdNN+/GzfwFD3nNTLcM1JqmadlWAJTlyHx5rb2LyBETxQg4gmNv39EJnw5rDzHiYjQhohWyGXW325XwJuMgYkDI0oKEp3k4HOLjx49lnL1er6BsUG5X/t8RDCICT09P5Rl4A54fDSV+PB7jw4cP0eu9njVBsRwKFubb7XalPgngxjyhZQYLNoBdIBMmJsri7xF0wp42kAhn07R3+NgQudCZHSKn06l4RxyKhsIwiONzF746WmVAi9KzMmPueF2c3MobylkfKzODS2iGYOfUhnkkr+dg8HqoJgWwriGj4dUjI9DWnneOpHJf07R3rTga5jQhzz2dTi1P0XPLc6JlT5Y0NbQfDAalVgEZhJ9Wq1XrvCYrzewZQ+/7+/v48uVLGQO8Af29tuYF5C8fX+HG+/PgZaKErD3pDGgGXVk7wApr4F1SdtIMKh4eHmI2m8VyuWxFj2wsnLa3YTDohBccofXzGNM10IeusKGln2yQzAN8znc2qr4OsGijhsHirCzkZL1el6gBbxPwazqsd+A1aoGYJ5EBxu6zeOBbO1ccDmoHyVFK5sb10IUoETRw2tO2CP4jTRURMZvN4u7urowf/mTXF3bldDrFV199VXRSRPugQ+bjtfb62MlBByMf/X6/OA2n06noP+TOZ0wZgGQgaABPOvB8PsdyuSyyC3+RhbFutn6yfFLjBB8gD4zR7+Bz2jgDaQNV+NubDXJ7F+AIojAhDJ4XF2ayUTGihqGdFjCqjIiyPd8Gb7VatbwxFqQrbI+HSEiXN4FHXE4pZpFdOO1apYiLovOWWZjOIVEUbkT7HBUOBvNYUTz0aaDpcLcBI//7VGtQNrS0QecwNAyOAa29bZif+TplZua3YsZrykqW3SzQ354TtOJ+NwyYQRT0436e4+gSEZyIy+msVnDuzzzDSclN83rmBlvwUWBE/s7nc0kbHw6H2Gw2nRHA7DGhdLyjhvU1KMgAl/Vl/D60kB2WzBOFBV0cIXTLhtW0xADY8HgHiqOQXYXTzMvhcRwg5kUK3vUOVtx8Rj/medPVtOLZXVvpDXbN19SiwQOOKOKkcPyCPWKvE8bJfaHXvEOJ6zLwMc2oTbGMOHKeU3P0zbZpR40cRclr7rWyHPvZPM/XnU6nYmg9djuWeW2QPZyH+/v7WK/XRc9aTwDm0IfUG8EHXB9xqadipy8Ajb6IKmZAa5ADjX2NAa0dFb7PNDudTvH4+Fj4pd/vx93dXTTNa0oKQOdT+W1rADoGJjiVHotf5JzBMbvuxuNxsZHM12nVPJ+It0X3gEoD8a7gALqQ3d3oNUockC+PxXy93W5LCtyOgmXd9I54tbu8WxX9PJvN4unpKbrauwBHVVXFhw8f4tOnT28UmRVnxNt3bOEFo8AcvnNIkP641oaDReF/e0JWzA6lo3x9HkQ+08ggxAqJsaMUbOStEBy6jWjnbbmXhUeZw1wwBoKOQDr0nL0AjxllgTdsLzQrQ4TS/18z8BnJYxgcTWDdHAHhf48X42ugx/U+2dr5aivfiEuBqvtHIfjcKQM3G0wDiexRo9S418KPwAPm4Sl7nDl8bVpbGXF/Bo+Mgb8Njhkn48PYOOKZ5c+KPY/JUQDm6lC5ASff5zlm/vFnHrdlmj75jLlbBq0Huvo0zc3/bqaF6WE+gI/N88w/09A82HWveYj/0Qn2ij2ePF/6yLQzd51+iwAAIABJREFUXzri6jV0n/47t6yfPUfuRXe6nshyg4Nrx8VGEaC23+9LDYv5xDzvdUfe+QynuwssR7QPAqa/vB62O9bH5qN8rdcB+qOb7TgQ9UIuHcVjfD4HzqUopCOZt+Xfuo7nVVXV2q2GA039q50jO7FdvEVDzrFn1IkBUgF2gHE7DVlGDX7Nu9SqZvuOwwBdHeVDbpgrTkgGerm9C3AU8QoUJpNJ2YFFbprTqSEUCp6FbZpL8RdokOuzYYOoDpeiHFz4jVLPRpH/t9tt8YIfHh5axcUWKL9igt8uSuV7Gy0QMALBwvvQNl5lUVVViebgMTnKENE2AgZ4eAzM14bPxuHx8bFc450M9lY8Xlf/Q2sAGXSJePUKiNIgMD5qgcZnMDU0ycoNoXQhpaMlCDrXO/VnD5mUXgaF8IsNjYGLC8jhWaJEXOco0ng8LmkUaJGLzTGMBlOmtVORrLWF3qDFXnbE60GOvGgVo0VE1IXb2bD6b5p3lLDePA85oH+DDm+5bZpLas+RtExvK0YbRgMjvGY+N5izY5SVL1GUyWRS3rfm+hwDeivx7BAg5/BANiA8y96yAQkGpa5fdwjNZrMCoiMuaUTzsAGyIy8Gb8iC0xncQw2WHTQDmS5jmMGX7/O11mt2YnEIMMr26DPgRi+R9qTZiYZ2RFQofM6Ohd/H6UhnRDvl5XFkoOQSBsuEeZdnME4+s25xhMZ9OTpveXLkHecYHcxOLKJE5kPWxe8UtZ3jKBk+w2l35gB7AbBymhredpQH+1RVVYmGWb/0+6+bELJOow+fTeUSFW+eMXi2IzqZTIpNNwCkD+jFexu72rsBR1++fGmdnwABItohUQzFfr8v75chGoQQOdKDEEa0t7aTaoi4bF92Dnc6nba8PvqDqVzLYuHNgu17Hb7FWwKsuJ6Gn16vV6rrAQ95d8bpdCon8hrUGDig7Jmr03rQt8sAWWGfz5f3fLk43EIG4LKCdp9em+wRZMQPHXOkz1Gdfv+1PikX1Hd554zbAAL6Y8RQpnxnMMY8WW+nQ/Jz4U3WmnVxiBkvitQlBfDb7bZVIwTNXJMBvQCA9g5Zf3u1rC9gHKUGkHVRMn1bweU1yZ4493gtUf6kn10sb4/aqba7u7v47W9/2+oPMMl6+kwynsPfjMver4GUn0/KwjtI/bJmvHcrZD63jDnCwWcGgBjIDObgDdPCAJzPbAQYiw2enS88YvjBu3zsYLCLMBsH9FAGc46uwuvm+S6HIfOCgagBEvyXdSp8gczb4ayqy45ejB7poOfn5zIWIk3WW9SM4lw7Kuc5GshlvvWao4PNZ3neBtTmAfgDBwU9TSqW+4i0uH4tyyd8xi5DZAH5q+s61ut1iYbDC8wRGUW3rdfrVo3gYDCIP/mTP4nHx8fy3Ww2i9lsFtvttvUycp5NahL+48cZEUo4ACxsx+/1eq35en1sS11T61R8v98vjinjwWllhx51xdfauwBHNpb2hDyxiCihVQSMGhZ7TlmBWyk7LEkfNiwW9ogLEraCQWl6fP7pUg4ZvUZcQrgIbhYkQt8eHxGOLi/ydDq1TuVmvGYqe5AANkClmcQGGOZ2vYOVip91zcs3Xexl05x6yeFQ7nGo2BEWzzd7tVlZ+ZnZACBoKIjj8RgvLy/lRcSejz0We3+eJ3xG0X8O4drzQ7manzF8bh6f5cXKN6+36wvsJKBUzO8G1KahW5cXloFoliHTm3uzwfDuEq8bfRuA5Gd0AeOumsGIS2rBpzL7b9cJWv+w7pm3vK4Gkfx08V3XuOx80Y91BXJnXekf+mWcXh/TLOLyCgoAOsdU2Ckyvf0CU/Rm5ocfAkimUZ43/BgRrTor7gUUOwrT5YiaXnyGc2WAm4EsMuRNMBjbHNHhOdyT5T47Cdar5hevVY5OGmzxPWDNUUvTAb4FaLBOtj04tcib18QROs5Uy/z785//PP7qr/4qfvGLX8Tnz59bDqV1zHw+L44bfGSnkzmwI8608f9sikE+Mx85G5N5hjW0PsP5IDrJHK+1dwGOIBhCyJHlhEcjLh6MFaq3OEe0d3RwiBfAJiJaSoNKep5vZieUaKXE+Oq6jtVqVRCuF9jenRWkvXue7xQQAuDdPjDP/f19OcfIBZs8zwWi2+22jB1jawHhHgyjUw9cb0BowXYhsAU1p3QMvGzAGYcZ0soOFN80l3NA3D+eBSnNprmcMG3aZ+VkgbHQOOoHvejH/GSFY+MZESVqlSOIeCWmHYXlVtCAdYq5GSeG3WesQF/voswAyQCVfniWlbvnmPtnDI5K2AgYyKK08uslPDb6zUaa9IAV22q1KvycIxjwgMdsHvM1VvwYIMYEMKAWDTkmlYDSxbvkGp7tFKJpj+yQCuB5jrCath4z33c5CAbKrKfX1dGNXEBsxyTzPIbDJQF2NK3H8itymAd9OeLGPYzHc+4C3dDO+inrNa6dTqdF9nk9RI6cwhM4jDgnDw8PhYboMoMar0k20h4rn+c6I6d/zPfcb3AQcTlHieutl5umaUW2yJZYf2KPrOfhTwqPGRfztV4i0PD58+cScWJenqvp8xd/8Rfxm9/8phTHN00Tz8/PsVwui85eLpcxm81ivV6X551OpyJDtqfODp3P57i/vy/lBV4PgBY1vcgK/EfUFJ3nwzGhwfl8jg8fPpQ1Yf19xmBu7wIcIaQw3E9+8pMiwCD+/X5fhBQj4Hwpv/1+IRaCRWYHWRdCjnj7ThsDMJg3It4wuufBmGx0iC5EXCI9EZf3tnEvQmkPraqqcmCgQ6rn87nUx3A93ncGLGZGnpW9a57luhrv3AGsNc3l9FEMpA0EYXrGQLiYZ0B/CzNCX9eX16gwRgwUoWfP2ePiWQitDWT24jOAtdAaJDMHTuo2wOW0WAxrNv6mvbd+o7wdfQI4YbRtoGyE6NO1OozVdTYYaIew4XE/uwtMZqXeFRFw+hMQnd8l6FqcHMWBBv68KzKTPVf/DT85YkY/rFe+ntRlv9+Pp6en1hpkQ04ak7/dh2WLcRqAmWZdoDN/Zrq7/s0GF2MJiONeR+EYAzIDTQxm4RsKwI/HY6GV5+P1Rk6hrwED/MZ4aPCdQS6g2IYtg1uuyYYTkEBfd3d3Re5wotAh8/m8rAlpaprlqN/vlzodxgR9sn7IgJ5nW19HxJsyAINa1sM1kMyVtYDWT09PhVfRrd4JZmfodDq9OVSVWlScOs49AjT2er24u7uLb7/9tsW39JFB4fl8jr/8y79s1aeyNg8PD/Hx48dSu7jZbEoAARDHtehY6kxJLcObzJcaOK6F5jlSfzqdysn2jBn9ZB4FdMEn6FzbidzeDThyZT4GICs3rs1/o2wjLszv48PpE4Z1gZsFgD4J7RroGEQZeNnYZgHLKQUbGRsOhCiivXvKwIVn4l1gjOyVW1CzZ23mscA7fM+1RKjwOBgPc8KbtgGgP59N4x9ozb18ZqXsSAVraE/La8+9KIA8H4NCh4y7eAq+u+ZJeg27wEJeL74zT9Fy7QEGwIreczTQtRFl3D6VnO+t2E0re71WgNnYZWNlfuGzweByJhcAkGd0AR3LksfpOgS/FLJLzvM6eL28ltYLpiX1Nv4s39/1nSN1OSLmyJCBg9MfXfO5Bvj4rN/vt4y2wbv5yoDdfAGtnQb3vexiRQ5Zt65jJTJdMp2zroMmdhg8N//ktBVjRG4zP6B/HLFydgAaTafTUpfE2tsp4HPvdHa0yzyQ5cqgMyKKzsvrhO2xs5ABoaNemUe433R2ahxa8SxHdbnGr2QBNMPPPj4lP9v0Nh9bf3ksZGKIyAIAAezmV/Mcjh28YHuTI9ddNsPr1hWhNh9Sw8RYzDdd7d2AI6Nz1xVBaCZqANI0l+PJm+Y1zcIOqNVqVYgJg3GvGS6iDSoI3zXN5fwfFiTvSoO4MKW91S4wEnFZ8IiLkUGxAcoi2idwV1VV+o6Ikgqg5VAjhh7kTaiVyBlCAoL2bqLz+fUcJQOPiHYtgHPkZl4XLLsQGcF1HYQ9UUebssJsmsvbxqvqchJx9sDxuj02ry/9uaDXSsretSNjWfEzX7xIgwB7VUQA8GqZlwuA8apQVBGvHg6pZKcUIy5pY3aAeNysD3xgJUIz/fk7zysDeNPSvEwkj4hkjlgiO/mQVT8L3jifz+Vt3yhMG2UrvcxzRIoMBgz+nIIiQmTg7zqMrIhZM5wjg5Au2YZf8qtQMkjOBslzRSb7/deCUoqqPT7rIcbU6/XK2U9OK9hpgWftrJi37eRlHWVQCE08L4MW+nAhNHMlImdesxGjf+/kzYCQ/tkizuGPlDlYfj1ueMnAC7mCLmyU8RzhoaqqWgXD0JjIjG2N9byfwfOJqnju1ommC7/RGehBaDwcDuPp6am1nR9aoe/r+nKm0/F4LOf7sUvQtY7Qyek6aMiJ24AaykNeXl6KnWL88AORTjtzOFQ57V1VVan3dHQO4O5oKjQG/OJ482yeaZBsmXPEuKu9C3BkFG1Eb8/5midvtOndPPZ0r3n22QAQaoMpXNCVPT17rvxtATa6BtxZYDCaKBPOuchCxU4FmA9jgKDBONkDMz353MLLdShjAzqAmA0MNM4GLuKylTPT3YKWI2tWIFbGNnAeP1EKh6tNa0eKsvGxwkIJOn3BGFmnHGVi7I5QmV6ATdeM+XsrwLy+7tfz4n57RwbEzI9190Ge9tZQ9Pb0vQ6ZZzLoys+DTigaeNFrhSxl45IBK32gNFn3LpBiOuax0j9bkXEKAIlcO5lM4uHhoeW5eleS5dh8mOtfPA83Aw3W3vVK2Tv338wPWeT5zMdztsxznaNwBr6OFHSlUy0nWU9mneeDbd0crfXczBNu+TNHP6Gb9allva4vL842nzMGHIXML46IYUyhi9crP9/r7XGYPrkg2HKAnuEzQBDXOuLRFZVBxjPY9/XQ5XA4xHw+b/HCZrMpdbHczxEVjniZLzxngy2XBPCKEnSW74d21DGx49r8lKODWa+iR/Orr1hj6AI9XVKRbQqHhub5ELG61t4FOIp4W/w8n89LFMMKIodvOeUXZQgjmMmt6GAOM6SVY9O8nnCMh0PY1nUl9uTsoefDKD1eAx/XVzF+xsXJn03TlOJ0pwZdEOozKJi3UwAAqWz4Iy6MTm4XRu/3++WIBAtOXdfl1QYobYMOAyDG611YLh5kHDzbtU3eso6RZf0p/ON5jq65PwODLNwZIHueeCPMn4gb9HV9RwY09MsWaQspR0QQJev3+618u3nGvAifMU8Ug0E7czUQYC7Qk75Z3xxdMQ1opiHjIKqbC9RzHYojXTao9MG4DofDG88tg0now9h9XURbwfm0et+PzBI94Twq6G0Da71gWjMfTiR2xIzxZBCVUxyeX/6fe+AN1otnr1arMh6+J1rEdY4+wg8YUEdVvSHDQDYDUkcD8cwxSo6mOKXDZ01z2TBhHnM5gp0t1oLof0S05AydA885ujSdTmOz2bSiFqyX+Zyo7fF4bB3T4eiua4EcBYSG3GtbgN4BDMMfjop42zj6yxFA05w1cgQO/uLZ0Jxr0SeHw6Hor6wnmePd3V3UdR2bzaZVK5jXCdrbsYKe0G80GrUi2fAH9MtONXyCHgBUZh3iAzsN9IkeVVXVoilj8qYFghwALcsldYl2KnN7F+DISBkCvby8FKPOS+P43t4toUEIBnO4zoiw2vn8uguFQmyUg70OULrPOHEz8GKxHe4zYOC5DitbmQwGg2LwfTibzy1iHii38XhcQErE21cRIEREo+wpOLJ2Pl/OReEkbBtRe9EAP+/AskHv9S5vBOcdWqSMIi6CHhFlblaULraz90QzoCJ0fj5fTtalOJrrnGdHeVnAs3GyITMwgfb8MB+UFALIhgH4J6cEUFLs8sDAmY7M29usXUCbD7+zIjcQMz/TDHyIALCLxDLlFIR5mc9zNNY8491Kx+MxFotFUUr0YfDLukIvahZyTYWNRgZz0DsiWunJDHqZS13X5XUFOCUGOPY20Tv2tnkOxbGmrXXIfD4vYMbb4D0e6xV76fAl59VYf+CNMx8a9M/lAsi7N5fAbzbYdiJ8NlKXV41eMuiGLkR1DKJsNOF3r6PXkOdi5Hm/GM+AB1gDeO7l5aU8E93OIausMzqZhsMSEUV35YgOxpWzkuBjxsKas8nGYMxrw4YMO4EG4uYd6M54iaiy5gZ/NPSdwRj9s06uZUWXPz09tQDx97XMC+fzuURkkO3sDDw8PMRgMIjFYlHG7YyJHcCsbxztZC6sC/xknW5nwDqd56GrLXvWZ13td3sV9v8HLXstGDujPwsaRJlMJnF/fx/j8TgWi0X0epcdVBAPYwNhurzlrHhRJA7BwqgRb99wjnCxSAhiBkYwsdGsUzwWELykiPZ5TVasWVgxfvaGHAniuoj2ts2cKjFYvQYmuMeRI4/dHoHXw2keh9IdkSL6ZKOMcfU9CCnei0Gt6YRBMwDI3hLAxc+DxgZz5kEDGDcr2WwYnMvncxSYfwzSMrhzNC577V1z4wejYqVg3udz/x4MBi0HxDLLTwZqjgw5smEDvVgs3ni5eTz872ZdYP4yPfkNH8Fbpjf3GAD6ez8ffueZmQYek3fA+DkGeLllfuOgRmQBGuaxW/4sQzzLDginExOt5V5HEsfjcdGfluvRaNQaT5Zl9K75JvOVjVE2yMgezzdPGaxZ7i0njMFb5F0DGHFxstC9HKPhVCRpVEc1uxwrG3fWAt62nFn2PKfshDj1bH3ZZadysy6BN32vdQNg1M5t5vWsy/xcaORoGfdk/cA9rKtP7s6pYNci8b13Qnus2EU7ai4Az6nf7JTAz13zdHsXkSMbDy+SiycjorUd0UXbEVFOFkXol8tlYU48+YjX12FAcAuagRSKieevVquWIYLZ2R5IJIOUCSgVcGDDYSHjCPbn5+fCPA7NV1VVXh9Aiu14PMZ2uy05X+ZhtA1z+Zh679QxwzmKABDMXmm/3y/nVmShRUkQLaIR0cOLYx5E2iKirCFj8tH2zMueQFVVJX1INIxiboMzeMQpSWgPfVH0KDqexd+EvEnBYMQt0E3TlEgYytApPuhpemFwzDeOlsA3CLmjoz7lHLqg+OxA2DPNipXvfOYS9yMDpB+Iqvj03Ax6rfjhOxQbz+YN65br5XJZ+OzLly+F3y1f2YBmUMFzDSCtL+BDe9wYQ/SEw/IGJ/AYgLsLNNqj5Zm5P2hKSsC8bV3Ab6Ja0+m0HDdAf96IgRwy71w/0uv1SmF/RJQIio1tVVXl6AzzEnyYU1k4rL6faAlRKE5M7gKBppfXL8+n37+8JZ6IGPUrgDzLoHUZ63o6vb7QlVRw0zQlakh626AY/nYxPXOlZiY7Kxh0v84CHuY3+sebShw1Yu7oKGjsiAp60SDIDZmkIHu/35eUtqM6LhpnvnZuLM85qgJ/MGZeIIytRabQb9Aqjxsd63Sv50CfjoI5SuvSjMxHyKuP7IFXwQK73S6Wy2XRqV2OCu1dgCOY04wOMjWCJETtLa4IC9/XdV3e2k3oeDqdxpcvX8orOPAInIZgHDm0TcqEsUH0iCjeR9M0BTyYuQy43B8h2F6vV06ndarJUYPValV2oex2u3h+fi5MDRPxv3cGGSghLK6ZACBgsEldogxRiJzuPJvNWrvYEDZHocyQ/M9cHh8fizJ1HYKjYV5/7sNQo4Q5MZVUmg8GY80RYhQ8NHLEyd4GDUUGrfwiSL6PaHuy0CUDGgN+F/h7B2REexsw6wgPLRaLFh2Zm406PImhA5hlUOHICLRgHaE7awpPY6gmk0k8Pj62gJE9VKeduB6aI8OuLYK/3DyGazoi/50jbJZNR1Q+fPhQ+Ofu7i56vV58+fKlJcc2kpl+FLWiUEnJeMysCREzdA2vbyAdbHCRW+Y1XiPhyE5XWgFHiHvNg975aPBrr57fq9Wq8L4NNNEcxvXy8lL6MsBA7g14DAgc9XLkBP5F1xEB4h7XuvlcHNPfkWZog/zys9lsWqAdPoFPrf9tF9AnOEnW6egdHzhsvrI+cuTSO/bgC5xrp4fgRZdMWP4YAz/s+EROAESOfgNkTAMfMJydEoNh/5g3AUv+nj5xNCKiAKmI9ktkLQN2elxrjG2iT+sz5sZ4sZeO4NO3U6/f195FWg1CUDDp1AJGH8LgPXkBYdbFYtGq5YAwvESPugY+R2FEvA1DQmCMkqMcKFOQqhUeguq50a9Pz3W6zIdYRVzyqjbi3l0BXTxegzF7Pl0Fd4yBvuxp83w8WNfyWNGYhgZkMGnTvBZkOiqF0XV6Ks+DHwyoASi/88uIs7DgkXiLN7Q2mMyeK33mtCfNSsdrYKNuTwkesiFzhMY8ArgfDofl5af+zko/Nxu+iMvuny7QxXxxOjLogO7IHcrPBhela5DId6w7/7sYGxoSPWTdAIjZi/u+qJE/z3UY9vIdQQO43d/ft+ob/GwDaObD3wZj0MrOkJ0V09wOgGnB+PM8M0+an6GLdYNTONn7zzye58j/1GrCL4AtR1id/mDu8JIBeBfA9Rxd/5LXj4iRgTvPtlPl+irro67nZj3pYueIy+YFAz07btZVTv/yt1Nl1l+ME71Df07Fe4OJ+cKAHftlu+TImedPpMV8bRBtPcuYTSfTzbbEfJp1koGq1wEauz7M4zX/mQ8MqK2Ts6xmvoqIYnNsPwC1dugMqK+1dxE5irgICcoYBcquNUKhRsPOITPJn/70p/Hly5cSgRmNRvH58+fiUSPIVo5dQmAPDc+fs5McSXIOnvHksGj2spgnoVZHJAiLMr/5fB4vLy8xn89jOByWnXQeM/UA2UNhvrPZrHgUpIcAd4APULQFjZ0IfnEo+WMrHHuGLi5fr9fFAOMFYFQdGnXdlteX6yIinp+fC62hkZUARgI62XAhQK4h4LcFjmudfswpV8ZLHyhsezV+FkrJyhheR7HY63TEj/O2IuKNUvYYLDM8B0+NZoNqcMo4rNjoh+JpwL9BN2M3OGUdDDCXy2Up/KTV9Wv6Yj6fR0QU/vQ6QP+s/KwvFotFfP311yXl/Pz8XOQI2T8cDvH1118XoEuUlHRsBkY2BAYZTs1lXrBSNwBHJ7A25mnP1XqCH4AcdZdOcdl75nuvZd6ibIMK3UxjaMYcqqoqMlDXddENVVW1NmVwv2vorhkwOxbewdQFahy54ZmODPBM0suO8JB+tnG388QhhYAIOzOj0ai1u9LOBc1RQzcyAKwV82ZtSKFnBwd945SraUT626n0iGhF1vxmBAPKrKeyfGVw68BBbnnc1jVkFGj0xRyen5+Lc5/1Ay3XrvE2DMo+kJ18JIPn4ehQl0NI5N7PvaZfIt4JODJTMWlvc+TtutRpDIfDcogVDHh3dxcREb/97W9btRreTgyIIsztbd9WaDC3w38RUcKevDsm4iIAVjJZ4TmS5GfCDITqMXIR8SavjqHMxg1aMQfG7ojQ6XQqijbXmtib7CpkZ2549whqDi9DCxQe4V+MhUGmPRAac2JrMuNGCJmbIzBd6VELT+YD5p692BxpYB7cBwAwiOMZ1Il5DtCQfh3WrqqqtbuRubAW9qJZL5SNU6/mjdPpcoQ+UQDkKCsU6MWWaac5Gavnbzplj86Ghf6zJ/ny8tLiN+ZpY+FUsvuCt6yUDV6Wy2V8/fXXxcnAQGHAvWUbZwUHY7fbxZcvX8q98A+pM1KlVsCslaML0Ml8xrNtmKGtPdUcRbI8sYMUmYPfHYnLxg7w4xQm/aIPMLKsJ7zEWEnh4xShJ5njer1+AzxYI/5mLQ0iuoyr1xmZcRoF2to2GNSZD3GO7KTmcU6n05IBGI/HJR0GcIAfTV87i3n90Q2Hw6GAJjsdTh83TVNoazALAIiIkgL1etDMO/AE49ztdkX+kb8csc7N4KEL0PIcfjvCZHkiqkWfXmfXnpHm2u125b2Fs9mspN7sLNtZcTAD8JYdX0eYGIcBqt8nR9qc67uinLR3AY7cHL4n14yHibAwscFgUOpptttta7u5ieiIBARBIDNahtAuMKaGguiLjXL2MrPhz/9j4G0gUEqMyWkAnuN6ioyGbcRgRBgE5vH/BivM2WN0XZbpgiCRu2fuTrvZo7BBQLkSVfN47bUQSctgJCso7wzhOX5+Xg8LUvacspeRARDrZeVPY34GCgi1gQ992out6/rNSz2taMwzTkV4vqYJa4EjYKBnZZ/nbdBkOvGZ352VwVEO3yNTpkUuoGSdTGPLkdemC0jzGQW76AUcD7bB25jk35PJpPWewy6g7kgfc/IOGoyxaZFlx06X5+pmA24+pC8+x2h2GSs/w5936bbcj3nCPGqH0sAgG1IAth2ZbHTMN+YHAzyi6TaOzC3Lo1NjXSCdvm08rfMNWjON/BvessOW+2ed+cx9cE1+1x9jsux2OZoR7RpHj411tJzjUOVIM8/xOK/ZqsxfXdEkZy8ySPc8rE+xuwCkLAceAzzkqGuXnuDaLhni+cglY3NJS9cYaO8CHKHUEY6cn6UIl7BnXV9eLogS4QWDOYdYVa9h5IgoqTG8fYcaI+KNkev1euV1DnhxNj4sngXPvw3ieIa9BO49HA7lGAJ78U5Tnc/nslMr4hJCvFakxjgxqqQY6IfxOzrhefAZBemk0qDP4+NjqY1hrewFYKwYJ2uKsrfnh8I9n88FLLB22ZBa0O2VofTu7u4K0ALQIhxEhrLhsyFwyNfAJ3s35l1vGzZAcLjatENZ5jRHVjbQgXUEFDo9bODvVB48lAG1jSLP53vkzXQfDl8PTSRyRVSIUD6Fx+YbdjZ1OQ5OJ/MsPEiDimwIrLj57Ne//nV8+vQplstl/MEf/EHhURShU+eWD3u/0+k01ut14cGIeHOmFGOnLgenBvnr9XrlDCt4BIVOmscynY2RZc9/54izx5INmw2oDYf1G+eCcT8bGkxTwNBsNovHx8eWp22nJT+7CwxBC+iPjDi1yJoQIbKcEJmxXrL8MYNVAAAgAElEQVShNt/xPHjTZwoxRtMenV5VVdndahAEwHBqP6e+MnBifHYYTSfOp3M9ITUyPN/OVES0dk47gmbd4sgs84JuPpCWflkLzy3zS9YX3Mv8iMKhB9gNab7mHsZvXrEzTEM3ei0sY6fTqcimAbN1ufnNcoa9cNrUQKmrvQtw1Ov1SniT1AepNNICnJRNFIIQHcqvC+nCTKPRqDBm01xqhnIKzIYQxUboFQUKY9r4R7QX6HQ6xf39fWsn0mq1KsqI67w1dr/fx89+9rNygBz9UCTpwmrGh2BhjGezWQGCrlOACSjQBmRBSwsX/zuSdT6/niXEYV4cmbDf72M2m5WaBAwCERHWgv5YawTDht3Gg3Fb4XMCLLSiL6IAEVHy0y44t+duBWnlTRQvAwcrDysY1yEB2uFhUhFdKQv6ibikV+Ene3/wr08/zoA9R8BQeIBpb+M2oDPosPKxx44cYLAYO2tLNIgoCsbSURW/DsfPBoRw5k5VVSVFbg/QXiipqq65HI/HeHh4iKenp/jjP/7j1vxQhszJsgpAQ4dAC4Mk04k1oD6Mv+EleNWpLQNxrkFOqXliHozXwCcbYv/vdYd2dhZMJ66DJzIAmM/nb8A34zP/M7ec4vL4HLVwVN4AxzxugJEdNGhm/vQmCQMp+oRXu9bSkRPo5ci7vzeNB4NBqXf1DizoagBuGXZ6z/yNDibyCaDz7ljzP/rO4AhjD2/57CrGQPnH6XQ5Ew19C7/CE+aXrv9p2JLtdlt2nnn9HBjIPGhwDIA0CCX7w3zQTRR0A5iZjw+HNmhGDrCtzjZhS+D1DOrd3sVutYhLuBJFSJQIRrEyd9TBBM/KwWkQFivXINBQ8giNQVcWMv63gXe6jM8BDZzvkw0S4zSzOH8NKLEhykrFOwGYO96Ew/LOc/OdBYn7HLJ1ysFRCAAAgCuH8w0KfX9ei+wJ2shY4aJQDBDcR8QrkAD0ZU8CWpk37HVkA2SD7sYaZsOA4nHzNf7fPNc1Jt8DrQF4GTzZU/Uzch98x2/zkD/P6+zr6RNl6E0RNqCOHqHAbezzeDIY6hr3te/u7u7iD//wD2O5XJaaQxr0cr2O55G9XK+P6ZyBCPPNRb/ItHciYcT8LCtr08GAwHrHqU6PN0c+8xpn2jF2gCEgyPThN7oBgJPT2DwTJ8Z8l4GAaUqfOYpnnZmBl2vd/IyuXUaW40wT2wavv1M25nvf78g8c3PEKPfnNfWYHSHHOaBvZxo8D8/NQQB/np2niMuZgPTvTQA8x86M55J5LcsAYKau61Jyktcwl3rk+3N0x7Qxnzg9aN6DzzIN3E/X+M3LRAKvtXcROYpov0uFUHS///qeL7/PKOJyHs1kMokPHz7EarWKl5eXEu1ASSHYpMbYlYUXQFgd78sGCOYlEtHv90v0qNdrb+1HwOkr4lI7ReQLI7rf72OxWMTd3V18+vSpMNJms4mnp6cyPwsxysDM7VN4ETLP8Xg8lqgTDTDFvcxlMpmU3UJOUbIuOVqwWCxKGoGt+ggLESXGDl2J5lip83xoyBpzpgz0Z+xd4MkGxSFtcuIoBngGsOFoAc92Oi7TLSsgRxO41zv+fAKrI1TZ8Ln+i7nZsEIve7UU68IT3lHmaGYGXPydt2PPZrN4fn4u1zl1HHGJuqCQcFoACChGF01aQZrGNnQeo+lvpWllyLO47uuvv44/+qM/ik+fPsXPf/7z+PM///PWrjSejVyTVoqImM/nUdd1OdvHyjWDFPfH+5iyR2oZxcN3TR8RsF6v1/LW7TTZC86bDZARPvP9GWjSMtjjMzuAEdF61Qk7cp2mdbSVRmQdupGuQEcga64NygbcjqIjMDTuZb2JHDCfnErOetLgzBsvnLLBkcwy7rfCw/M0xkDEGx2IHPjIAesJ81U23ugL+nQxM3RHj3g9DHy8JuzIzNErA22Df+uHLlBRVVXRq3z+zTffxGAwiE+fPrVe9YIdME3N48iVo3DeiRkRLVvflW7vcrqsVwyG/UODJ7Oud3sX4AgFQ6ibOgYm6Jw2AmKGt3A6TErY3OF1irwBCRZAnpMjIShSQs0opUxwFCOfcUIr42Vc+/0+Hh4eot/vl0MqLZjUByEAefshxg0lnBmBOQFwNptNq66FAzEXi0VJl/lYAdJUAEkEHqafz+flJFxAKMLImVQRl0My5/N5q2DTnqQBDgqV5yMUeLMAG0Co1zDi8k4mmB7FlovxsqcEDbOH77ECTuzFAEZYI3irqqpicL766qv49OlTMYx+ATHju7u7i+fn5zdb4yMuQuzIaAYLtK73pWXDy9oYpHA6O/VZVuKkM/kNj9C/DQHgwqnFn/70p/Htt9+27snKzJE6zzvPFZ6Cbn/7t38bf/d3f1cO4jQop0HPiAuwiXhNJyDPjI0x8Rm/De5YcyImrqfAOKNrkEGDL3jAEVrG5yMsSCXZ2aJlwOPoZwZE5nMMErrFcmNAZtDPOA3SXE/mWkLzm/W0DSKyyX3MzRGTrhSha/rge59m7TlmA3sNOOV1dT/oDTsGdip9raNYgEPXCWbeyuNFrwCoAVmOPFlu0fvZ6DdNU9Yy87Xn53pV1sTjyQ2auu+Ii266u7srB4NWVVXqgtAZeYe2N+jQrI8c2IDHXMNlvU59mXndNMMxRgcaH2T7ndsPgqOqqv5pRPyHEfFt0zR/8t1nHyPiv4uIfxAR/0dE/EdN0zxUr6P/LyPiP4iITUT8p03T/K+/wzNaYUkvPBPPqQAbKQukXyLoEB0RnIgLuIDQ2cvoCvnybO6xQuAH5snX0Q8MAKOx246xEsVx2sv5XObL/KBPVxrkfD6XQlpOL+UsJEAO40FZW8keDoeYz+dvoh72knN6wJ4sY6PlVJWVGvRBYW42m8LYpgH9cFiiwY69MQw09M2KhnsAwzln7r9ztAva8r+jN1zPi1RtgBi3oy0oXNf12DjTtw1rRHurKuODZzy2LkWXlUHTvJ7uzlwiLu/xg5cNUFwjAE1dBwH9+dxeevZKs+H2mBxFQrniWRuAEK37m7/5m5jNZoUmrpsy//F7vV6/if7msWQQ7+sAy56Pga8NE9/zmXWNZRujmg2Q74PXM292zSHT2qlF+skOVU4XdQEH+C+nK7nWIMS608YrH1Tqe+3MMD/m3BWN6AIdjuJkZ4e1MCDkfke5zbsGeciJa4Dgd+tQA0rTNTs1jC876/m5Hrdpmx05r6vH4hcNA+wz31iec+FyllnmhZPKunTJudcK2TT96Ms2O8uIP4NG0PVaGpdrnBLONLvWfpfI0X8TEf9VRPwzffZnEfE/Nk3zX1RV9Wff/f+fR8S/HxH/8LuffxQR//V3v7+3QVQ8Jl7/ARM6pIkgI0B4qTBzxCUtgAA+PT2Vww+JdtjIGZ0CXJx+yfVMPM/MGfF2+7WZhZoYDBmLR1E1xW0+lXoymcRyuSy7GSzYq9WqCDZKFUPCmLfbbWy326jruuw8QSHwDO7NXhm7BA2KoBk7KCw0EVEUG2dR4fl6pw392VPACyRC0TSXU5aZs8Ez6dDB4PWVB4BiFxxauK3k6MenMtsrRJCscK3sc4qBKBY5bOgNLTl0zu8pY/7n8+urGACq5/O5dWwFMoEX5cgCAIDdffCZDUBVVa28uhWMgQvgI6cLHIHlejxiaGmP0B7reDxuzTWD+xztsHwzVit61hL+QAad/oUHGQPG2/xtHZJD9l1y7JbH611R0J/zyjJ49TU2ZIzZ4IBr7RVb+Q+Hw/K+xUxP09hAzCAIGbLBsHNkI+Oojp9vh9OA0Onk7GwQ2UMHIg/WQawtDb4n9WWn2PoZWsLHEZcdfoyfNXEqBWcUmjAueN1RPnQOes9RahxKR7Rw9nD07MRDE/MKtO33+61zk+yQYpuybjTNDE4MDNEFyCoOnOUCXjLv5noly6d5Ah0I3f2qF4NR5k1kzmsNHxmgWYf4zC2DSFr+vN+/1EdaNzqjcK39IDhqmuZ/rqrqH6SP/zQi/p3v/v5vI+J/ildw9KcR8c+a15X5X6qq+lBV1e83TfN/fd8zMKCgRgZuDzArLgQCo88i+OWMCDCpq4i3XjGM663VMDoe6ufPn1vMjFLNXh/hxYgou1pgPoO30WgUi8WipFvq+jX9xzbhiFfmQwEuFotymB4Mxg/vPuO9c45URETJl5N/tscPEzq8aqF+eXkp43NxPMBtMpnEer0up5gDujhc8HA4tOp9MFg2GNDKKTeHQwEtVu4cfQCgcKSINYH+0+m0JXQG4TkFRctKuKqqeH5+LvxI9MJKCDotl8sWnWzc/O4op6fY5cacDayZn19KjLKhPmS32xUFYkVpJcw4rTQcLbByhQ8wMo5odEUsScUiY6RS9/t9/OY3v2k934YTPkT587nX28o64pICMqCDh+yYuDgaPnaKBOcCvuA+84QNjMfE344cI0N+TYJ/Gzia1xyBdV2XIw2mO/JMLWQGn+Zne9o2DqajIxGZ1gYUeW2sD+wMoBugZ0S8OeHaIC0bePS3ZcDpOehhB8DPsn4zIDN447k5StU0TWvXKmP1Dl+frQWvOEoNP1MycX9/H71er6SacsTPNsep94hLig6+MzCjtsjOe15z81/WCc5MeHt7BtrV/03du8PGlq13ft+uB1msB4s8r+6+6nslSBoBGuACCgxhFClwZCsfwInHgoGBgAmdOHPqdCIDCp0YdmYHziZTIEBjBxcdqe+FrqB+nHN4SNabr6raDti/Vb/9cbOvIAMCtQGCZD3WXut7/r/HWruqSmIhyxj9ei6tkoVmPi6JWdfdMmFbmgN109f9lAbs8N6H/BrwgQOc+et0OiWIv76+jrbrn7pb7TMBnvcR8dkPf/9WRPyDPvfND689uaqq+vdVVf3nqqr+s9OPRqNOpbpZ1Q7AaU0DKN7DkbjB0YSDuI6cGBvn5tqnI2yXY8gC4SR8XgyGE0O02WzKk8hZE4Jh4XDpi/tVVVV6JezYUBjAEhfHByBMVgJo4CjO0ZWzZfTUuP/LhokfnL4BqDMbOUXL2CgA43a73QIUHb1yAQgAsGQQGZNMnbMfjn6cDYNe8In7AEwAZGT5PE/LE/KG4rn8xxwwoL6s4JY/O0PkKGfe+NvlGOTJWQGDEubC/CxLvGf+IJc4K/53ChzQydq9Vd98Y13M5bn3bODz+9ZzAKRthm0I8mX6IV8+34v1OpLOl+ebwajXZLq03Y/v+4Lmzi74+8izsyQuobbRj/faALJtmulquvM55MPrzwGrHR+66SABGXRDNbLE953Nimg+M5D7833o7iAjA6YsF8zboAy59n2Qk7x5Y7fbNXbNZiDJZ9gJaD3EhzkLZKBmMEzWPGcYGctnOFne+YzlN8sUtgygAQ35bs5Amr++T0Q0soY5oHIQb2DCe7Zj9v/28+iM7biDHl53ZQBdz0GJZYb12ea1Xf+/G7Lruq6rqnq+q+n57/1lRPxlRESn06n1eqPRGKaayQgOvwExKJeN1n6/LyUggIOdOo3ERrnOHDCnH+bZMG4Wfkpi5+fnRWExAmdnZ0VA3NSKwmRG4gzv7+/jZz/7WYxGo/juu+/i+Pi4lN2IcrLSv3nzJjqdTnz48KHsQPN8x+NxeSpxxKEXJiIac6nrx0Z0Smh8DmdD6phoz9HC7e1tTCaTkknw+gA0GCYiZ6JNylLsLJrP540IAiCFUeV7jA+Ac3mMzNb333/fSI2jpMwDOiIbjnC63W6hPbJI1PT+/ftyv263G2/fvi3fo0kdnvl4BGjh+y0Wizg/P4+qOuxgqaqqcW9n+xypOgq3cyJThtOC76PRqDE+MmDj3ul0Sil6PB7H5eVloXc23NZfaD8YDErPWwanHsMG2c7cdLKh83jw3o+GsSFGr93gTGkig9XsIOBLziRWVfOwSbIU0NMZSo9p/ti2eRwuZIiMF2M5+MBRevxMO49puiNLlmkDb8tYBnMu8/tCr5m3jzyAR5Zr7m87CkBxZs/z8DrJrrgvjdc5h425uny93+9juVw26ETm3iUwshH0hrpc6kcHOfjmdy7TuSLiKoIDIs6QczDMXNx4jK0xeDUIMTj2ZXlj3Tn4NFi03BisGqSRVauqKiaTSeOwYe7JoZF81w3mzN/+nde++OKLuLy8jOVy2fDRzJN58D1kC76gvy4FG3jmZ1D6+qeCow/VD+Wyqqq+iIiPP7z+bUT8VJ/78ofXfvQymocJAAmIjxLwOQsFKN+lLjIpIEnS6N61BhMdqaN8HEKJQtT14QRoxocZjn44wNFC+unTp/j8888jIkov1XK5LLtsjHxx+DwL7eHhIa6uroqyw9ijo6MYjUZPSmnz+bwI67t372Kz2ZRUZ13XjaY8lMxo3UY/R2bUe8meECnQQA1YI1t1dHRUDiIjDeyeEEfSgC0yVOYLn2G7KE7OmR8797quyw4pAFVVVaU8yY4409IGxQYORaNsU9d1AdOkmyOioaDX19eNs55s5G0ADC7Y3eajJfjubrcrpUfmSfnSzwnCeEJfHAhAHeCTwUBENObroyGgH3LoPhiv4eHhIWazWeEBYwDiWYfBhZ24dZ955aABfcPJGHznbI8b+h3Ru68KcGT9R95y1OzXPG9sEk4GWmZAkgGfHZudP3Rok0sAErbBGXXmZXCS552dnQGRs+C+X0TzfK+2fo/hcNgoZ7jUaR7yHs6SccnI5p1WOZDNATG0xqY5g5szKS4bczlzyE5X9ws5cLQcZtDp6gKHBtt38N0MWqA12WGAY0Q0yovwGLuBDbJN9bEnmefWtzZauIyZ5dsy46wen8O/Qo/BYBBv3rwpARY+g3JzBvzIk2XQ/Ui2HbaJBOjYPb4DLV0t8nqglSshz13/1LLa/xUR/+6Hv/9dRPyfev2/rR6vfxMR8/o39BtxMfm29D+Kks+OgQDZODoj4MZeFNjbyo0wnfqjCdq1U18YAJdDmC8MRpiJFIbDYYxGo5hOpzGdTmO9Xj9Jt0ZE6dXhJM+cpYo4HA7o72GgyRBgXM7OzhpgyJG9e65s4Bwp8jefMxDwuqG7U9GORrjci2XhdCnCQMpGFcW2Upofdj7093heGDZHqm76MzByhGXjxo8zD/6sD3ezQnNvy43T6hFNR8n3oAXfhw6MaZl0dsVrtCw74kLunZ42gHVvkR2vswbWNeYLSDYw4HvZwJpvfj0DDK/LMsbn7Yj4DFlEl2yYE3KVo2tf1oO2TAkXNoq/oSf/OyK2sWZNdvoGnYzhDQd2zmSnXHI1XywH3Mtr8T3MF6/Zcs93nCnJpTHTJKJZbqYsgu0C9BNYmb/oI/S0bHu9mV98HyCQdQFf4scxZdr5cMys/6aNARt88Hg0KKOzBFXMxVlgJwaqqmr0n9qGISfencrn2mTVr3uczPMfA9PmqTM7/gz+hg0DVGpYK+si8ZEBrHXE9tWJBvcqeYcwNIIuWfaz/lk+n7v+MVv5/7d4bL5+U1XVNxHxP0XE/xwR/0dVVf99RPx9RPzbHz7+f8fjNv5fxuNW/j//TeNzOTKwwmL03OBrMMBOA4jhxlYbeZSADn0enkralawSTCT95mZA5mJhJYuSd2Txu6oOz8/hNNH1et1QUiJimEUUc3Z2Fqenp7FareL3f//34xe/+EVRQA6/NJiAjhgUdpuNx+N48+ZNzOfz+PDhQ0MQKRdV1WOKMT82BCPP56C7o66IQ1qXEhYPBLbxsfJhJHOqk+jx9PS00MCglugZMMTnx+NxQ3EARlzIFXMCGMBTR+02znZiuezo9HcGimQQ4T9/Q0vzzVGRozvkAuNAUz2OEj44Y+Q1JD1ufK6uH7OcAHT65Ci/Wb8M6uxU/b+dNbLPk8IBTZYVO7UMFPy3I19oljN7NvYGcHbU2BBeo0HW9M6OL9/br8M7ZxqISpHLiMdsJ47RGwEsm3YYzCc7NGcSLLP0d/3Jn/xJfP311zGbzYo+m5bwxxmEDEjNG68dEGnggs6i685G853BYFCyGdCBLAKAAH4AsKCLDxFEX3N/nEGu9Y/PuERm3jB2v98v5Xuy0c4ouhJhWYOepp/tCsCNbIbpzxp8kCq/4bOBMj7Dzh0fQuYEe8pYyLHBJGswjdvko9PpxHQ6LfbCPUXIteXQz1djTLJu8CaDEOQb2fFOYetkXdfx3XffNfq33LNmn4c8Mld8MhUKvmOgzUaT565/zG61/+aZt/7Lls/WEfEfftOY+UKQvQB+m+EZMGFwbXByOcGC58bAu7u7OD09LZEPCsQ9ciN3xCHKt/MCzToTAOhw97ybU+u6jslkUgxCRDT6FWAugjoYDOKrr74q9//jP/7jGAwG8d1338WvfvWrxqGZAC6a4fb7fXF2V1dX5f4WXF4zoIo4RKvMy5kXFDeDQi5HmBwwiBIZuOLcIw6N1zhuKyEOxopgkIbBY90RzWxDVR1OZIVPGB2XTu34cLTerg0tMpjiPvn3j0XuzlRRo3fvk4GAS1SeXzZeNuiMg47le3Ntt9tS0+ewUJeaMk1yBGa59vZp39P657VlB+05Wo68BpwBDsNOBjn13D2ejSUnwf8YIOO+rBsZM935LIDcQJT7YQ/s1BnbDgs5xd6hw7Y3nh/l1dVqFcPhMD59+lTsoXXAcpsjfutIlhnsiXfj5aNVNptNI4jK2Y2IaHwP23d0dBRXV1cNmbGT5iLTwt/2DwZwEc0jOthN65KVZQZna/sPnUz3PB/fK2eTbUfcJ8a5cbY5gDMeQk6m1vyxfXZPmoNg8w/fkelp/UFHAKoZ+BPY5tImyQded3AH6PN7zqbZLtm+AETZTMSF7BsgOztpGgPG7IMBqbaf8LENHLZdL+bZatlp24B4ATbOOWXH+xZmp30jmjuDjG5xOgY+NlzOLmCUYIwzReycoq+FyIT5oIzUPckq2cgi3IA611d7vV68ffu2ACdHvZnR0JOSmWvXft8/jsTbHFR2bE735xIEWT2Xrmx0fDnt7EzD3d1deWivG4Wd3WIurDNf8BvD4fXkmjPGwLR05jHLq+XNDi7zwA77ubS0DVl2gi4j2GCaV86omHc5u+Kxs5PkXp5HlpVMH4/h71Fqa8tSZD01wPL/eUwDSt8fOfAPMmV5IyuLrubx89p8DxvVvG7ez+DWO06d6eA+0Nu7W5GNDAxNA/hMxu/Tp08FcLQBcf+08fw53mT+2Onxei5/R0TJCsCb29vb0lfE/N3H53szd9YKGI2IUi7PICcHETlDYt4yR2dDvDb0FZ4Q1BlsW16sx+aX5d7A3dkLwAj9OczLgDwD1xycZF9p2+3LOtxWjuP19Xod8/k8NptNo6GedTH3Nj/hYJodedgT/9h3t2Vt+Q4gzg3ctl1tfgc5sc32+A7Qfux6EY8P8WJB80RpmQFcLn/VdV3KQdmIuWxzdHQU6/U6ptNpbLfb+P777wsDj4+PYzabFYNGuYEzgjqdTnmMSFVVZaeC+3vc9zKZTCLi8RlOq9UqxuNxOeDv/Pw85vN5w3hYKSMenfZwOCzGge/9/Oc/j81mU3p/aLrGCANIuNzPNJlMCojIzs1G0IKJY8FYmOZ2zgg5NIg4PPGZ9e33+3KOCE6K+VEecGRunrq/7OTkpLznfiFn9rx2ZwzdE8PavZ68k83RIPSATvz4tZzt8rwoMwAc+A7zySlqZyZ53qCPZej3+2V3n0tmfDei2czsi8jQRqau68ajZjjAss1AQzvrL/NyRE8DMVlg66SvnOHIgCU7emQNB+YAyY7UxtjZVP524/ZzoM8RNPzNoNGGfDabNbIKju75vgGsnVvEIYuM3OZggnX2er2YTCaxWq3i6uoqPvvss/JIIOTStuA5UGTQZB4bnDhIdPmaz0N/sg70J6JHBDZVVZUNHJaJPB+vmc0d/o4rCnzeVYBO59DPhF5le7XdbmO1WhWbyQYZfIUz8d1ut5TK6ZGCDn6mJ/PzGOgDGSKySPv9vjzFwCAqA2DWOp1Oyxr5HNUO6xZr9E7GDCrgmfXWdhPaw0++4+w79rUtE8l4BlL5ftZ35InSN7YDfdlutzEej+P6+vpZG2H65SwSgJp1u/z/3PUiwBGXQQ2EcaQcEQ1G56yNlYzfJmI2ni4JYUhghhtRXbJgK3kbo62kEVGA12AwiOl0Wuqgx8fHcXp62ujtwPBGREm/Y7jJMp2dnRUl32w28enTp7K9fzgcxt3dXVFAR0KsDXDidT8X0XM5QssZG+7jvgHvoHBEQI0dofR6caC9Xq+cZm5ldqnSUUzOJJjPBgV5TXzWCo1Bt5HIBisDjZxpcKRtmbZ84fQyzQ0w/F3Lvh1HTqkj1xms8d5+vy+AyOvNl42r6fdcdO/3nJnKBjDTI6/bv/MOLP9tJ5T7D/xZ1mmw6XIs9Mvy5HkbPLat1/MD4HNieR6X+5unGQTYljnz1TZH6xWga7PZxGw2a9Aj0zZ/v41+fp+55PmZr9bNqqpKJhz6ML7XiX5nWc0AiTkBdB1weWwu38fAMGe7/DpzYd7eFQ3NTCdndhjPgZnpZXtpUOmy0nN6jo/DDxpU5gwj92rTuTY5yHqVfyNXPq7C6zbQNBDPdjbzPVcM3EfmTFsuC1dV1chiwTPzxqW1bE/tE20TM6jz9SLAUVaMiOaJsl4EGQwrImN4FxoNaiZSXT9mpRaLRUOYLZwAHxCsCc5ZM2xddX0dwUSYbm5u4u3bt6XE1u12Sz8PoIkzh5x2NIAjY7VarUoD9l//9V/HT3/603jz5k30er34+PFj+R7neiCAKC3ZB+55cnIS9/f3sVgsGveERj7DBKF3lMDYRDHcwylzN2yjSPADEJUNQMSjElKDJiPC2NAahwHPsmFyjdvyZWNso0h5xdFiRPM0diKoiHhydovX0WZMoYPr4G3vO5XO5cwIgAZ58ZELrLPNyFr+maONsjMZpjUXn+Uz6F8+UgH9tOOjrMwcyCJhAOEj3896lw2Y+9JwMszNGwCyfeE3AQp0cOaIH8uB752zb76Q79rf0EcAACAASURBVNxIzO9O53GTQbfbjcVi0VpKsMw5Os4lED5LJtHyfn5+Hh8+fGhkjdoAKa9D4+y4vMkkOyKyB86sZHvhM20MJLAZAD/roYF/pgmBJDLMmiz7/MYe0Htp/TXYIotjvbNzdz9SzgZzTIz5wfvMzWPDU2wAJ+5jB3MZyGtlrt44ZJsJmPP2eQIw+9NsdwxmmCd2fjQaxfHxcVxfX5deOh4uazsHr7xJhHFdwvaBvg7iGM/25jn9AjC1AVTLmjO9rpwYC2RA2Ha9CHBU13VJnebowULjCAqHhlFw1gJBoJEPh2lD7LNCBoNBOR/IzVxWGpjBXCkJ8ZgEGIwA3t7eNs6iwJFw34jDU8JtDDqdx51Xr169itFoFFdXV2XdpG//4R/+IX79619Hp9MpDc3s7IJWPFeN77JDjvJM3j3E36Qcc3ToWr4NAPTGAOWH2EZE2dGHcch1ahQEunOOECnj/X4f0+m08Hu9XpczjwxemVfbbiXLAbzMmaKcITN9HNWwDkdtBqJuMAWQdzqHnY0cqmlnhFyTWXTzOp/DiSPLrI+zh5yCduYnZ3QAnZ6jjYyPt0AenMr386YsB/z4DBFo9/r165jNZg3H5h8byhyxIyf8Zn4RB/CYd0bCF8stIB8Hx85KSrrmh2UUgG67hJ6zPuTJtIRuOC94aLCawTDzN0jMc2MOzHuxWETE4zMkx+NxyWCZzqahL2hn2fE8bPdMf04u9uG78B67Y5niu8gUr9mR+Ts588Q40O74+LgBDM17b+5B3uifgbYu0WMbHbigawADlwur6jGDRbbb7Qfewcrf2EeAJfeKiFIVQPYd2KPby+WyoR+WPf5HxnJWyvKagZxpCmDh/DDk+dWrV+VzyFYGsATwvGcwB09c7nQQa2BuoGi5NU1d8nPCxPpqP+9sXQ4+GfO560WAo4iDUcYp5qjDROSzNlg2qlbCiCiRLgYAwrk5F6YRcaAgOaKvqqpx1g+OgPGt9OzWyL0wrMUZo4imozk6Ooqzs7O4urqK29vbkuWJOBio3W5XjiKIOJS1UC6cEzs1+J7BEOM5unGq1FEGn3Ua3eUaFAIlcY+Sx7ZQG0BBHxTAafDRaBTn5+eFfzxXzNEjl5UQXmQw1sYPgwjPM0eUlhXkhUjJkSk8scJ73dDP0Rxl1IhDAAAPUeqcTbFz9VhcbVmQtkxCHsN9SXbm1pl85fdcbsn3cvOu+eM1tEX0ee3Z4DF2BjQZ8FfV4cGqliE7F8sE3810hI/0H5JZzjTNGUfP32tHpt0z5wwJwJj7WB680cPZFd8zg1IfV5Izrnaq5otpY944i8U46JP577Vm2fGY2U4hKwZVdnC2KcgetHQA6JOqTRfLBuv0xgKXRn3eG9lWA3fLpY+JYT7mA7u6mB9zwccwjywrLi+2XZl++W+PY17ZFkNng07mjQ6x1gziI56W5qGf5SfbF9PfgJXP5sA20zvrl9dpm9tmw7heDDjKzCXickbIp/siXAgtAgRzbXQs9D4zgdNMHx4eSqTe6XQKOOK8EASee5hhoGYUB6QKOiZiQcgQPDeqGSl3u49nWHzzzTdxf38fFxcXcXFxUQQPZ0x5Yr1ex+effx79fr/067DFHiPFQ1o9N6JOgzGExcaC5m0bNwPPu7u70mge0dxN4B0GjG26GcTa4OKUmRep5LOzs/jTP/3T+PM///P4i7/4i/jqq68aioocRMQTJbXRRSmtnJY/Z13gz263K87P9XhS7FY2OwXGdUROOh+DiXxAbz4DOPK9PTcMMtlDaJh1ys7TOmG5y8AbYwjoBXDbSbr0gnGH/hiq9Xodk8kkHh4e4ubmJkajUfmu18Vlp50zeJ6/5YrSiQ2hQZ2jVR/uxxlFrIsI3s7TjfMOYrgHNoo5sLkDcOS1GLh5t2teI/dw5iEDPPh+dnYWnz59irp+fAj3w8NDTCaTRoABjUxf64QdP2slE8x3oAvjwTuCs273cMqzL9sMZML6muXPctAGGuEzmQZez6ddYwsMHgHClAUp/1lHnZnodruNhm101Ccyu9zntRAUssYM3nNmrKqqUhnwd8nkMAcDBnyAAxA/kNstJ04sZD7wGuu+vb0tzfTmBTxGzwnaDOid9cQ+ohfWCdtpZMHP17QNQV+tzxnwmwe2BbzmlgbWmYPqfL0IcASjICJGw4iUa7vdlp1iLh8YiUY0m1d5HwFkW6mfawPwQQhQtvV63SA2RsR1doyhH9NRVVVJh5PxIOWMcrJ7iTQ1wjUcDmM8Hken0ylPeR+NRvHLX/6ypIjr+nDmDWebjEaj0pm/3W7jzZs3MRwOYzabxW63K3Tb7Xal5IeRQHDtIOzkoXtVVY3zYXq9XnkEymAwKA/F5QDA3W5X1gmdeT0rLFknDAoAEqV/9epV/MEf/EF8+vSpPO0dXls+UBqckqPBLHfmF2t19IEh6vf7jUd4GARCm4govPQ82hw6c4VXduY4ax9B0ev1Yr1eNyIo64ejcEdKvgxqDTxyEAGIGI/H0e12yw4Rg1bABE6XLCZGEDoA1NE3DOx6vW49dgHHxnwymMtlBY9JMGOHwTyQA+TQ86bE1u/3YzabNewNuu8MIL9xphHNzCf8I+iyIbeThKY4Qe7HmN6QwXcMhAeDQXz8+DG63W5pS4C/7LIF4HIPzwFa+T33IDnb6aDCUTitAfSUQF/kw3LqHihKYhkYWR9zRsGZv93ucCYbNORenpt3wzE+9CM4NN/c0+f3MljLpVCDcoMOf946yXyxJd4A5B4cQBiA1Tss4Rl8BywB6v34FtPAc+TKYNVZdy4HZGdnZ42+JvjfdlYbQAm5QIcI9LFp0MA2EpvloNSZZl/Idj4rCrre39+XXWsOPp+7XgQ4ijiknSPiCZO8yOxQ+YzLZY4mMGyOkmEGzcs4Jze/ZiPcxlQunLhTp1woKaCP5mrvZEOImO/x8XGMx+OoqscH+XEcwGQyic8++yyur69juVw2AKEfoEmU0+v14uTkJN6/f1/q42/fvo2bm5v4+PFjY1uzDU92/gAGlxt4LSuTo9S8K8v0ygDEhtkRun9OT0/LMQzsWuHCeDCXnG7NUQZrtDPAAbt85XnAK+SMtXD5dHZvBvBWaK8NGmWQlultJ4GB4vKORzsVG2IbdQcNvG4QaT0h6kP2c4Yjg5v9/nDcP8EDNM79FC4/RDQzLDmjB72hHyDNTt4Rt3tHsBfQnLmga5ShWI+zC22NrTnrYqMf0SwRcj+DKWdRoAn64uyK+eH7M8b9/X05QNFOyxkjdDs7wXwPZ+Cgp4Of7OytkxGHLD5nkXGfDGjt8B2EcJnG5j+2PesIY/nQTH8fuUGXmC/ZcIIeaMHaPL7Ld+Yt8zdQsp7msXK2g89xX9thHqZtHiHzVDgMxKADn/fhvQ6wcrDEnC0T3Ne8ybbUpTYHZ8grNHfjfgbX1hFn7AzK7Hc9f9bqDB++0Hy0HBoXPJetzdeLAEedTqfs2iKaNiixAXJEUtd1I/vjKC2DGzcoRhwiRnqGaKo2EDNRbQwQ9Ol02nhgqMsjFkgO1Ip4FAzAERkHsi5kfsi6MDbG/Hd+53fiD//wD2MwGMSvf/3r+OUvfxnffPNNaQrkIbTL5TJGo1FcXFyUk3Pv7+/Lw3d7vV785Cc/ic1mE+/fv29kcYjoHGEZgFkJoTsOxP1OnBOFsmI0iWR9EFuv1ysGizKqBR1+ffnll/H27dv4+uuvYz6fN87cMMjishI62rVR57Khs8HiuxgnHPtkMonNZlPkZLlcxvHxcRwfH5eG8qzEAHbmTSaIbCb3cu9BLvHxN/PNTsPOxOtGfnM/A7TLBmu/3xdZIONCUNCWydjv92UbuwH2fr9vPEaEwMRrsSHjN8ELcsjJyDT7oqv394eHhdqpHR0dNbKUBmmUBcg0rdfrIus8cJrPeceNy8QRUcoyNrx1XTc2Wlje7HDsKLiXz5RxNN3pdOJ3f/d34/7+Pr799tsCtBaLRXkKukGsN4hAc49rHvGenRMAPzssg2to/PDwUBrtAQfOghoUea2swUGJS1q+HPgin6PRqHEqOmCQAAUb7GwaNLX+YA/5scNkvq5i+D3oabnjvU6nUwArdOZyIzJZe89lvV43sp00W/OUgbxT2pcrL5PJpGTPKLF5jp637YczynltDgY58Xu1WpUEAMDa8o6fRZ9sdwyMsIsOIqGXZRn6OkvIfWzv23wCn3Gby3NX1YYm/7mvqqpqDA+Gm/99rhBHwR8dHZVykyMbHHREFMcFsx2pOk2HcTHRIfzDw0MpYdnxcOR7v9+PyWQS19fXTwTJUVm+zs7O4vj4uOyWiYh49epVqTkDplarVREY91UsFotYrVaNnWEYGINIO0pq0XVdN84i6vUOxwE4tY7j4SBK09gRPYJrw5zPC+FzREUGJxm941gMXKAnZZzNZlMc548ZKJx5xCEy4zK4gK7+HpflAmDEzsaIKI4JJ0Ct37sIcwaKEs56vY7RaBSbzaYAC2jf6/ViPB43+o54npK3WLPunDliLbwWETEejxuGi/VbRu1o7LC8ASI7QPPANDs6OorhcBiDwSAWi0Usl8uGAXQG2PcBWLx+/Tpev34dv/rVr0omFUCJUcy6aZDOHNyTERHFwTjTDP3Y5Wnb4bXSq2f6MjaBFvaEsdERB1jMJcuf5ZMLgGZaoT8///nP4/r6Or777ruo67pR1so2zTbQMomeGnQStLTJB7RxVo7Po8MErtar0WhUMkyc2YPdiWj2dPpyHxv23llafIQzVJQjfUI55R3LNQEIwSrfb8v20FuWaQjvoYFLrAYfpiFyCDhyIMRzJbEB6D7lSwNxyzDAhAw3Aefd3V3M5/MGTe2n8vyYo+0I/Eau+v3H55J6MxK7zSKiADS+lzcN4ZOHw2FERDmGxrLEGheLxRN7Rf+iATK6FhGlzIj+OEPvsX+orPw/dV3/F5GuF5E54kLxIppnq2CMiN7dXMjrTh+7Ec4OEuMRcUjtRhzQtgFNRvbMj3H4TN6+6yjJv1kTTjMiGsfgO8oFAPA3guZdTKRXaZzDsNHjQaTh8mG/3288v4YI030vOSMBSHQ61+v3TjWMYY6w/OO5opjO2lFuhF58Njs/gFwGx21gH8VoM1Dw2Dz32Bl88EPUbGdlR+EUvH+T9WQNjGG5yTLl7yIPBkbWhR+jA4Yfh4TRd5bU30XPnJHNIAh+2iHDRzs6n52V12WdNx13u10JTlz+8nqz0XZGjPf532WKnLGCJvmBo5ZhBw7IDhfyzHr8Xp6rx2wrYdjBew18Hv0gG4z8kH00b/jbmWzG5H+PbRpZhpkT9sug+OTkpJyBY364JIiM9Pv9cn4ba8mZCuhgwACAyzzENmG/CFAyzQE3ngv38nldrJXgx7bOWTnrS+Yn6waAMUbW11wmcwCG3aN3CJDnbfaACJeRyfgiz+5lNd8t99YN61+WX19enwMbrwc++ggEB/BUEdAfyxmvsRb7c2wzY7oSYf/tuRrM284Y7ObrRYGjiOaJwkQZNkw4j6urqxiPxwWxOz22Xq8bUZqNmpWx2z0czMiBjLlRM+JwZDqCyJzu7u4KsmdsGOho22e+uIlzvV7HeDyO4XBYogWiKkcwvv9+fzh7gzIZGQeQN/04ODXOzTk+Po4vv/wyvv/++7i6uipOvNfrFVDFmR8oso+lx2BEHIQYw+Romt9OX/Md88qCiUNyyhnAihGlfIJiME52AnZMGD5H6lwGClaey8vL6PV6cX5+Xvhn4D2dTotjALBCG0AuTotMQ6fT3AXpsgcZROQNwAdvquqQMaEx3HxoA1LZ+UU8ZlMBxzga7oeMEYkxN0eA0Aga26kaFADCAXLeMeQfZyDyUQUAf45s4ABWMjPMow14O/MMPZx1cXCFrlJSdsnQF/fiIa9ev0GhMyisyztBDR5xItnAV9XhKfF+7iL8d+B4eXlZsujIto9gyDQyD5kLukcmAz1hftiQiCgOkHmantYtA0h0GTobJLJufmMzoVG32y1OdLvdNtookGPTmMztdrttnH3lQIB5A+wAWTk4sy/yOWLQ2LIFTywPEVFsMllkB2LmKT6Eh3Q7aOj1euVxJVQs8CkGUegvFQd0KGdqbcvMM/+d1+ELW0amiEyhd7OSZUUXATn4T8syIMcbPAyEkB9sIkG5A177LPTV2UnbQ68v9z76ejHgKDOhLSJ2c2Sn83hiJ86Kg88iojDF6TQUw46OshFj5vS2Ub/LRxiviEeH4y2V9KXYWfE/goICorg4ktlsFvP5vBhGZyQ8D/crjcfjWK1WEXE4LIt+Ixg/n8/j7du3MR6P42//9m8jImK5XDYinPV6HRGH5wSxNgtbbizGEOHoATG9Xq/0c7TxFafPeyg3PIaerDNHsVxO0UKnnP0ApNogZkUxf4nmttttzOfzAqwtJxhL+l9QYOYLIHKGkPcx3BxkyfztZJgTRhKZZbeco+CIp+Udg1F/hvXZaUQcHu0CH10WwhD6HmdnZ3F/fx/L5bLQEJoxjstWHH4Jr9tAbOYt/IWHgInRaFSypT68kfdy1JqzMo6yLY92WFluDQLZUWkdt4NknugBJZuIp84IurlX0Y7LW+m9DtvCDx8+lFOMcdzMN2e/oEEGltzTp9bDR+jP3HDSZHIiorELzvbZr6OH0MN0d/bR2WtkEJrxkF1AsvnnXY6MgwNuWzt6hJzCX+juXiUHs4zn7I0Dcc/Z9sVB1mAwKBtqmItLUGTiXD4HsAHSyKSiA5eXl0Uvut3DDjfGtw90kiGDBYP8rJfWWXwUCQruN5vNoq4fn+PJ5+nxYwz8HXPFl2LffF/0knkxnqs51lVed5+YA9/c75V7sXy9CHBkhbSR93vZ+BsN04hMeciGhL95z9kHhJVsTi7bORLA6EUc6qlExmRmyHThYBHAHGWzLmdfMEasl/vZULgUxf2Pjo5KPxHPVXMKnc/d3NzEbDYr2+5zo6CzaxgL/rfwmS+O4ACMBoBthtkRX07bc2+EGmPaFsWbx6w14hD9oEi+f75sJB0hwkvT0UbcRoWMC7TOzh8w4lKv5+nyCXPONLGRdaYogzxnT3NamfcZP8slv9ETO0fPGTlxLxTZIuuo18q9Mdp5XtYJz8flBn6IvjNPAe/Q2rTishO2fOQ55CsHOs7q5iCOe8JTN366EZnL82BcdNi6ZduRsyDIo+2X9dqOJYMO6zlgxnTn/gZ40IN5cj/ThB9khVJanj8gKus488bp+lydDDAdHKF7XjMO2GVZZBY6Q0vT3PzkO7wHjWxHc+aIMRzkwUdvKrI9ZkwAeC7LsR7GJjNLRpU1tAWB2Yfmz2TZz/+bR+aBA0vLL/PjjKFOp1M2JvmifGb76fXZVyJr0DtjBdvinJ3N4M/+tO16EeCIxUQ0HWiOYLhwYigW9VgAEruzMPaUi7ggms8dQsAwNs7a2EBbgEmV0gDnOjCCUlWH57WRnibqGAwG5Vln6/U6rq6uYj6fN0CNG9MdATBXUPTNzU0p37ipFRqCkHM/BQI/nU7LuSneTUQmyeCOeTgd3ul0GuU8BNeKA5hz5gPnyucZM+L5+jhywjjIDNmL5XIZ19fXpVyZDZzBgiMLeItBZmwOewMQAI7Pzs7i5uamKLbT/o5k7ays7GQMvNODtbM+6GbjbTnlsrFDZk0v/jaoYZ3oBLoFOIR/9/f3pfzAfGjGZK5kFZgz5aDd7nD+SgZGNto5M8JcAau8z1liEc2jBKC/bYfXy7yYhwEJP9iR7KgdXXPwoe/twMWGGB66FALPHBwgE51Op2SBDbDNI/cs+kgD5gDNbfTteJ8DKBERq9WqgEuaWQ0AkUOyYuv1uuxodO+LgaZlF7uJnkQcst0Ga9g3l/QjImazWcMOs3vJGTnL1X6/L7plkGrHSpmZ8pOzSC5ho/POPvuQVPjprDdy1+s9nmYOQKR3i/lic9wW4QCDtQ6Hw0JPMs7c2y0dq9WqkQm1nuUA3b8tIxk88TnmT9WCcUejUez3+1gulw2dsU8kA+/HSe33+7Jb1wEyF0DPGMDJCQNUZ4byvHNAYWD63PUiwJGdvCfOBTOdJuczgJ5u97CLDGNEmjgLw3q9jsFgUHabocQYOAyDFQJHjDICQMxMIgRHjQgtAufm791uV4Sl03k8zHG5XMZgMCgKzVhO4TKvuq4bwAiU3pYNytEpRsa19vl8Xs5UstHlqIO8i8wRAp/Nh3MyNtdmsynKheF1pINx4cfN9Nmhwff379+X9doJs7vr/Py8sXbLHWNDX4wy9wAEs466ruP09LQ4f9aLzDFHdpWgsPkML+QyR5MYCWcnGN9RPRGj18Fa/JqdkgGRDQuODTmjHO1ILOKxrDGfz0v/k2ljB2RdqOu69CTQi1TXdSOCbItYHaW39bLgnAA06C06ZlDh8R0c4HjIKGfatdEyIhqnKsMTPk8A5DIJpSiAHbQCRDtTir7nzJ+NvsGiwYOzOO6PgX4uCdlOoFsAhawXlIUdcN3c3JSeDhy9gSey4WdxMQa/Iw4tBxHNhxYDKmw73Qd3f39f+qCccbDcOlNIjwzrgzb39/elfA0YN/jCp8ADzwc7jo1yb6h5x/rIoEArdAhARn8d/Tm249hW7sXRN87QkoH5sUydgUJENOZjUIT8sh5/nh4oZ+PQ58FgUAJD7LuDxpzZRXZ9VAq2kzXZT/hYGNYGDbPO8+MNW/Su2o8/d70IcBTRPDE0p7raEKzfQ1AcybJoMxMCwyCUCkNCFsigJN8LZmMAuB/38v/u4XB2xP1GCKFP90VgmAfjYjytEBHNh1kyT4xLjjq5n0skrMmZh+wAHCE5EnWEY5CZs4E23HzHNeGcKs+lAdaPUCMvzNUOz4Zlu92Wk4ItV/DS9+90OsWR81k3ClsekDU7wbY1GmRyX8YBmACyPY6jXy5HtTnT8lymKGdnXIpxL5ENp1PX0D83vZL18rZl9+44s4JO4xTbDoBs+9/8dC+CDbjXZbqaFgbqljPzsi0wy+DIczK/MrgD6JqXBsK574vPUDLMF/fh8ycnJwUkWI7asifWTWdK/eNM9O3tbQkqHfU7u5ZLg7mcxppsJ5gL9LbMmcbMyfxg3gQP6KrLgF4nYzmY9JwMvE3btu/bFmT587oYx60R0JW/sUHIh+2faeJ7uzeTsnGej2nLZywDpq3Xk203dED/vR7TxWVpgxJXVQxo7dPdbwZf8I/OeBpcWQ7IDuMbc9uFfZ5pZN/mJIuBbL5eBDiqqqqRMmwzjhFPO9JhCES8u7srkYodKqjfmR+Mq9PBjHd0dFT6mDAO3injtLwjCQs582U8LpfWOAyS5l36h/r9filnmXmAOtbD/SOi7LRzNDOZTMr7lANImXNKNsK/WCyKE/S4BlcoL2lcO6wMABBCIiGfuJsjO1630lFusmNZLBax2WxKBgIDw/uOpn2tVqu4ubmJ8/PzhvLm2vx+vy9AmzXDA6LOnMVEJuErYM0RJevLIJlSZ6fTKY3tyBBg1MDf2R8ruYGQjZhfx3E62+QxMdQYH8szcusjDkiHY/wYk0wOtKKEQLaQR89wwf8c2cI3r515WO/Oz8/j/v4+5vN5oftutytnSfmqqqqAfnhgWb66uirztk7nAImxHOgAGgggoKPngG5yhAdBkWnO2KzXANZnlSFH3NPO2MES+mYQB+9cwkVGkDk7O/jowwr5HpE+/TE+ZiO3FvhwX44qse2wMybLQlBLC4Tl2XNrK+llwG8gZV0mu+/5Irf7/eMhpj6kNTt8+wgORuRCT7fbbdk8414vbBG2247fPgb60HSNPcEnsH7bFQP5bB+RPwIVaAif+Zz72KAdGTZAHjIBnQH5vEclhHtY/5Fd7L3bLJBb2lfs+xzkGUDS4uDPcQ/0nTGzf83XiwBHdV2XcovBDgxFee1M/V07bqcuHbF6+zORkQnjZskPHz6U+ju1VAyZjQMlMp4pZcNpdI/S5QhjOp3Ger1ulEjIXGWnx/qJDBBMnKcVEnDV6XRKHZsHKPLMNtKgGBR6nz59+lQEjgzBdrstDwx1NOboAcEzeMD4YixR1t1u1+izsWGycWN+GHwyRCiLr5xJsTGAB5eXlwWYvnr1quH0mB88ZRwrEA6QLAqOzqVP+IAhwLAip6TeUU56DbiPt6p7HtPptPTXYdBM8xxI8P5zBhJe2jH7SAO+Q78Rn5lMJjGfz4vj4jmF2+3jxgR2qcxmswaAYCwiaEoZzq7kueNQGXcwGMT19XUBksj08fFxAVAZ1NsG5IjSnzs+Pi5BQ87e5KgZo4/hZWz0kB5G66ufY4huoDf8ZnxH9sj5yclJ0UlnN0ejUQmu0HXeN3gw8OB+3kEUEaVUbB3mx3S003aW0IDOQUC/3y+6HnHoHTIIZR7mIzoynU5LkOnT0KER7QQOng3QI6LsLAXAAOygnfuA/DffBbRYz7Ivor81Z+qYH/7EJ+g7q4ntgQcACYNh9ypx3h1gar8/9CIZ4Jge0A1QnfXAT0FAHp1Z4j2CHQPsnOHhPgAr2xjfF/vq8+08lgMy6J77Lvm8M0/okvubck+ifUS+nm/V/me+WLgNgzMRvOb3nLL2oh2F+T1nN3zZQVvRyBKR+eB9p2atxDAhR50WNpQAgIOjRemzgbfhjTikAVGaiGici4QwYJAAjkdHR6XZkzXaMK1Wq3I0gnngz6OAEYfzfBzx+bcbIC2w5kN2igaUdjbwMJd7snGyrLS9Dr3Zhm+Z8bps4Lg4pdh9IVVVle342Rl7DWQQnaXgxGeXQhwY5Ps7ZY1c5ajIPPM4dlR2LMi5s3M5Te2xzX8DRxtcDLTnYb21zLSBFc+xqqqSAQKw0xiOvhrUMgccmef2XAYoIp7Ie543IBRZdpDjqNr8YXz0xM7QwZs/20Zz/ueASmTGMsBrOVPEdw3EAMPWNeZikGbauF3AtHDAShbR2Rc7Hhw+dtRAxrJgYIHekAmznDpzRsCQqKsdSgAAIABJREFUdYAL+vCz3W6LTXeWjd9tsulMC/JlO8b8yAC59xQAhq67nM4asNUEVIzr0rHXY9pDXwIWAmPrsn97nbzGGmz/uVeb3HNv+8MsO8gAPMy9fVQxvLkIObMe8XnujxzlDG+uHNjfWGYdOOR2Dl8vJnMU8fRkzojmibE2SNmIRjyCBNKazkJlYYKpdV2XE0chNocw8h3OvLCRxQChJH7ekyNho1Xu+erVq3LI4MXFRXz++edxfn5egEtO9WVkyzzYAQfoQfloBj07O2sI1nQ6jU+fPsV+vy9NtdCXiNnn1qAkGAEMM+sgvUr0gEA7soG3RNCkM6vq0JhnQWb+TneTCSRbkhXGCtnGZ8sYPNvv9/Hp06ciJ+fn5yXl3+12S8khR8aUOpFD/h6Px+WIfjcmk9UgAqRkkdfnKBfauNcsy2dOu/tqM6LPGVh44UbSTD+cjyNA3qcJHbrwGbIlPmvFwB/6uT8rR7aWw8lkEqvVKlarVZEPdsVQXj06OioPWPZacDydTqeUjjPo4W8cJTRHjxkjB2f87HaPj+chG4rRxhFnoOZSMAGAgQk8cG/SbreLxWJRsmSWTWydD/zDLuY+JNsvwAHzsTPlNXr20BVKxwZCBJIew2AAPjJurhCwHrKyzlxFPNp1ZBCa2a5jo+DZyclJVNWhVYB7kBWx/3B2B3taVVXjjDHu695G92QSQPPeaDQq+k3g6nFcgsU2YDvRbbKtuR+R3YEud0dEKbl6113bw7nt/wzqsjwjh7a7ZIfhQT4k1jINEHXw4sCA9cETywj64v5axsmZVewT/zvR4Q0EtjURh0DOLS/5ehHgyFFzBjSu2xu1epunDToHddX1466ibrdbBJ0x/BBaiDYYDGK9XsdyuSzC7GjDtWgMOxep7vF4XBwjJ/rCUHYgXFxcFEWdTqfF8VNTteKj7F67a7Z8jm2iEYcHblrI+X16ehrffPNNeY97Gc3zAF3Ajw8e5J7OCDkCZJ4Rh4cKkgqGjk5NO3tFzxXfcb8Xxor7+7eNvpXb/+co0IaU9fso+4jDScCWn9PT08Y4yNBud2gK3+12JYrmvhhrxoTPjt7YzmojYwPuICEiGoDRa7GcQydnTD2uDQ+XG+FxOjZ+OEh2+VBWrOu6NPNidAHwrNNgGN3IgBZ5p9eEk8bruo7Ly8tS3mWNGFzbgdFoVIye7QTy5sDKV24WN5AClFI6gRY4Aht5dIdsBg4FZ2W+m4+syTqE/DhbluWejSTuW3GUD/AAaDEujgVeQS/LDj9tPY7ml2WMdaOHu92u6JCzNOgE9Nput6UHy/dzj5NpZlviABWnl4NVZ7sNVPmOgQoylbOrtsN5ZzDrWS6XjWNifARIXTc35Dg4IZtN6Q/Z5cHNZK6dSadkO5vNyo68xWJRdhdjS53tzjTAjhug26bDB+vqZrOJ9XpdssQAQi4/16yuD8/phNfOKBkYA8K4sM08s5P5e47mAWuxvEAvB2X4sH8RZTUzwpfTdSD5nDHKjhABQ6lhlO+D8kK0zWZTDJydBZkG5mIF94+VDSbDfL7veQ2Hw5hMJvHu3bsGE1FALr9mweG+GALWSG8Cc4l4PA2brbfe4eHICTp2u91SKkKAcprcBjbzzk463yPzOKelGd8Rg+maLyt3BmfPKXmWF8sNr3urp7OQzpz4HjnjmSNTG0OnfnnPyoyDdaYUGeB1zvLi/s9lFzOPsrHLvDAQZ83w0HLp0p6jNveL4GCsT45Uc7+D+eX5Pzw8xGKxiMViUR6tgENz2RjnRvRPFsgZCtadjaplhrU7u8HcM7/z+DhN94C0NXwSoLkcZBoYdDiQsUEHQEB3nALz4AfZy3Rws7PlIQcb8IH79/v9wgM+j4wALg1U4T+fQ74tZ9hgy5VlwfpmAJozFp47n8lHTBD4WlazH3GJyQGXe7Tcr+QgibEMDMkq3dzclEdbMYeIpztiDV4BdT4CwRtR+L6DVTI6ppNtQbZhDpBsB30BrgGrVVUVwMJ63XOHHuA/LZsui2W7xJrv7+9Lg7YDEe7PmLnnCf6wtiwTztC5v7TtehGZo4hD2i4DHytvXTeftWbHxudw6lVVlSfX9/v9mE6nJTIxEd3LQpqZdBzj2sDZgCL8PnafcW20bm9vG9tvmd9sNovtdlt25Vi5nDXCSWTDzf2hBw2ZdhKdzuNz47777rtGBH9+fl6ikbu7uxKh393dxatXr0okY4DznAI5OmXeNnw84sECjsA7hXt9fR0REb/1W78Vm82mRH88eJH7Ehlnxcry5M9ahvIabm5u4uzsrFEmI9oiG3J7exvz+bzUyL3dmQZc7uEyCr/JtvhxK47CKb8RbVqhMbxeh2WFtVhmI5pb//mcs2bQHuPqcilGiXsR7eGUyXQhT7vdrkTM7OyD53Zc7vXiyhkaR7te42aziZ/+9Kfx/v37ksHabDYxnU6j3388s2yxWJSon0xcRDRKIpaRiMfH69CD4qZQl9xYe8Sh8dgOg8/c3d2V83/IzOC03DuDTNv52u75vj4v6Pb29skOIZdF7agpDztSx1a45AffHQiiz9hcHjd0c3NTDsHEcXvObLdn/awPmfc5SOY5JX3bWn/fB5NGHJ5lCD3JmGN34KH1BIeI3cugHRoScCKHx8fHcXx8HBcXF9HtdotPca8M+uNAGH4OBoNScufe0Ar5Z3MBc8BWut+VzDP39HlXlhPLdwaLtn8uMeYA0f/TwI7sUbKjnMrBxd4INBgMyqYMA0Uyu+/evYvvv/+++F3m5E0B8NF0ND8NAG3n+L4zqLzGY6DQQW/UyteLAUdWDDPHoMHCa6Y7s8JuE9Ah353NZtHr9cqDYmEshpom3Yhm9Eqqta7r0s+EgDM/l0GI6AFCMNB9K4x7e3tb0qEGeXZcACEUFmF2diLicBw+9MABEmWPx+MStZDdevXqVQN4IcA4Od6D7syTdWHkPPfs+HGe5pGNF9+5vr4uf3/77bfl81988UXpHchry5eNNJ9jDs8Bo6o69F6wHpz6arUq5QqagblQPEfwyIbBTM7A8B7yBy2QU9L1BuAuB5j3LlvxnbZsCP+zXmeBsnPGgRloIVvwC/BnOaVn6/7+voB9R/oudbr+b5k3nWwXmP92u41f/epXcXZ2VhwqoJIHOLNFnG39AAZHqewcsqwwPx/T4WZd5uKtz34OoftSnHXAufG/gxafWYPNsNwyX2jgMh59Jzhl7/yEttZr/0Ab74YEGDkL5FILfIuIQgNsGTrD+27OzhfZKvjpdaKr1jHrAbbYAMtlW8Zh7hFR5Bb6UHbERpE9gLbcf71el/HRVcbFZrAe09ABCHMDVEQcdmRh7wzonSHkAMq82QN5dwaOuWPDeCqAaWObiU7nspJ10joIKGMcl/bRW/wh4LGu62IT5vN56Vuj1/by8jIiDn6RZm3LA+tljciHaQs/scEZLHoN3W43lstlnJ6elkDN8pavFwGOnB2KiIaDiHjaaOVsgT/j9zg3ifcwIuv1uoAcjB/K4ho8ysbfAC4LlJnE/wZErlXbaRIB0rCL8vId5nxzc1NOFHZDp42OHRAX98sNr05P0oi+3+/LyazQLtfhoZMzVtT8szH3ZeCWy0UoqI20v8ecF4tFw4jyO0d9bcY1y0cew+9xPL/5ORwOG30ibuhkDHhjAwTdkB1nRM0fZMMyxWnKlj8724hD/4v1wZ/P+pFpkHnl+5jH/pyPD8Ap4kjJNmXnzvtuOjeotyPPfMnAwACBRnAcHKAf40rfIDwwv+CPj/zI9HCmjR+cLOvj3sgLfHQ5Dp60NZ4TmLVlwPmBjmwSwU7lCN+bGLBJHsflA9YAL1hPtnfQKtPE+pWzkPz4rDf3BdkWQiNncPLFfAgC7APc68ZaXGLxfJ0xYQ4GQrkRP6J5ArWDOOsc/LSf8W9fDpJyEsBN/LyGnfG5VfgIZ3ezjXWmmhPZkSX7DQewrIM1AdTMs8w/V1d4H4DD0ST4FQAT64bGPj3dNGLsiGhk5TMecM+XAxxnQBkXP+Zg3jRou14EOLIhtnJyOWqFIVnA/DkyO05b2iAsFouIiNLcSflkOp2WnV82Jlw8tNUK410sEYdTsXEUzBWlIGo1ondWAcG8vb0tTgAaIdxmsudoh89YKPP5+XlMJpOIiHJgntGzQZlT7hEHAfWOEe5rpeV7BkJ23s4SZCcM3wGKRODs4rOseLwcETGuMxZ2dgZyvj8ZR/PKIN0ZA3andLvdmEwmxdExb8oKZDB8H+aLglsuyADxmdy8jkMA+JPhg8eZRnbu8A2D4jJaNqA2TnaSlDgNdrkftDadWRuRncujBhlE13wX+thZME9+OFjOj3qJeDS4q9WqPPmbNSKv3r5t2XWw1O12G1k96M8cKOHkM23YWOHMgcuRfuSMAyfGyGAJOrBjzPJiEO9zhuCFy17mC3RwY29uC4DPliXbEmwj9sElS4IB5mL7RsYFXXIGJ4P4DJ6Rc+ZB+dlBCfODHxHReCYigQ5lMuw0Moezhm7wDZkdjUaNHYH7/WEXLw3JDuopyTGebQPnHaHnXiv6gD1hbIBDVVWxXq8bQT26xNMABoNBASfZ9pnGyHcGh/a/Ll8hM8inbQV+i+/4PKfZbNbgDbR1YMl7JCJ8cLADE9/f9hjZtT8DgBvYwrOTk5N4eHh44mO4XgQ4iognRiEDpIgmE31Zsa1UNhYIg8dmmz79CziGbrcb6/W6gYg7nU4BEm4EbZuXIyg7wU6n08gMuGnNkUzEAWRxIUg5K8D9n6Npm/JVVVUO8iMtmemG4FlhWVume16/oyrPLX+2zam6jIjCG6g6K2HHYsPvqNuf85XT/jhS8wEe+fuO8JEv5sX84S9OKM8l84jvQnNnGPI9Mx3b9MS88T0oS9gQmlZ2jjkDYlDHd70GHBi0ND3cl9KWRXB/Bj8GCuZ73sLskg7O2vLMhUHNO/wAFoyfgwv0PuKwxdg8wOBCI8Yiq2FwydqcKXVwl+dsnuTXeN10gL+AMtZmoOvf8MxZDUfgbTbVa+RZdj5V3rJq4I0TA0jloNAXcs2OP9bDvbgo9yBfBl0GS4zJGASsBqBtuoTzJxAicLPd4W/vNHV/lPXYNsG+KfPUOgEAM8h1dojvZntpf2q9stzabrJeSrTmhefHHAyI/D5BW9ZvALeDVr4Dnx3UOQvmjKCDgojDGXzw3j2DzJG/TQfm/FzWMuKFgSMWb+eCkcmG3ApoY8TCMfC73aGRzYgTI0X/DdGOH4jJfVA2KwNKORqNyj1szB29tBlP5uiUIY6Y9/y5bESy02AMR2k4kl6vVxTs6uqqlI98Sja0y7trsoLzmtP7lJvyVmGXLRk3n1fEGjivhi3idsjc0zzP4AG6WvBzhsoGiGiO+bEG7+5xFpLxAdU0HnodBpGkkSmd8v0c4ZJ9sBHxGrKyk2Xis7xnw2KnlgGKaWdnwD0dyZlezMO76/x5onBec4aVebtHBjnwM7TcZOqdoy69MA504GIOOEF2unD8gg2rnWHuqwEcIMs040ND93ZgdzqdTsns8ZnBYFB285AtJhNg3cgOqg0oWcYiIiaTSbFt0IjSmeWFiyAHcOjdTowD/VhLBqzw0aCZs9J4ZIhtmLNlloM8Xt5Nx3r538EJWRsHbeiOs1Vkp9pAGGtk/Z6XAwCyaZvNprQ2QBM3VrPOHIxAd3hkEGGQwMYTbCSgbTweF/lGjmxDkUuqH3d3d+WB0PmhsNwXeQeg5b47+1zLDO87k0ofHfwiG7NYLEpPj+2+wSuyjDyig2yGYk3MJ9PP9sfygD+1PlvX8073f5HgCENk0MHliLnNcWJoUI5+v1/KEJvNJhaLRZydnZXvsfMCgATBhsNhSZNndE0Eg3JMp9M4OTkpz2OrqkNnPalVCx3gxFkS148RyHwYoBXQxs/9SDhDl924L0L16dOnJ4Lh8zigGzu1bCgZD4PD/FgDr7vkAH8RfvhKqvzNmzcxm82iruv4oz/6o/irv/qrJ8/hMjAk28Zl/nAvHNR+f3iUBe8xHk6X+WOAUGrKqzjJ5XLZMO7D4TAGg0FjdxKOH+PruebMX44us6KS+rdRc6bAwM3ALINZMiQGPDmi/DEHnfmJE7TM4lDcfM+ckUWXRiLiiW5hLHPEB48Yz8EM+sYz9zwe56M4yjX/vU5H6v4sQJ33HLjBU3iHUeZcol6vVwIQ5okMOAgxMODvDHShA6AcueHxLtvt465XPsPcsiPALhl0uPcjA0guB2v8Nj0dLGFryBIZfFiGCDQ4B8wBpR0pumRQ6gyvD68FJALWAKM84smBJjLps3hyQGt6W1dxxtkeGzAToD4Hch1wIy/4vru7uzIvAxvkHnttAAVf+du2xnrNvQ04PB/7Css14yMXGYDjMwDE2A1kB+DtdePfKc/xecr3TgAwBjRGnwgKWJN51e0+bpwAzEFndPLHrhcFjnItncjb0T6/DaRsSPjbBoex7dy9Ay1HyRAVZkY0m8HG43GpeZPmnUwmpdyG0ccIEjHayBKZWPAMOPguu97aHCtXNoBtzg7jhIHA6CBgo9GoGHPmAH19f8ZFgXI2h/s7CnHfFGtFyVGozz//PI6Pj+Pzzz9vGLC2dZgX+TNcJycncXJyEpeXl0+AIzLA91FIlMuOmCyCdxbZ8VvZbCBzxArN8noss/4uNLRTiniaxrYMONqzHqALOYvWRjf45fEtK6aH72PQwH34LpEhgNKAJTtLaODeFtaWZcyG0xkAeFrXdSn9eC2WB7/n921ooTtAgu+a33Z4RO0Y6JytioiGPuVI2g3C5i/OlntA51ym8YYQ84nPGBxREjPteN9OnffyDj73eXot/gyf824kZ5hs+8xv09/N184SYmOgn20283C/WC5P+Tl1zqYwnoMHN/HzHWdZTSuvxVmZrK+sEb44G9xWHvZ7zpg5QGVMZ+SyPLWBVs/fVQx+e4w8HnaDgBQ7YF9gunlN8IZG7ogoLS9kx7inbXCmJTzMfMMn5/ViZ567XgQ4Iup0mcdgx4jVguQ0aES0Ejzi0Bh3enoaNzc35TRVBHcymUSv1yvnDkUcohGnEpkb2+/JFNHQPRgMyum8dnBOpwNE3r17F+v1Oq6urp44GyPaHIm4hm6DRBSEcrsBjc9XVVVA0O3tbTlYbzAYxMXFRQNQmi8geWidSzQAB0cKFr5Op1O2d6M4zhCQfYmIuLi4iD/7sz+Lr7/+On7xi1+UeXgNBghZ0eAr0QI053pOGRiDR9DwWVLdBi1sUbXTJ4vT6/XKKeOmgY1kBja+MNDOGLnMQ6SLPDGegwTrg8GsdcLvu+yL0XTfQs6qAP55PlwGYjZipLnpyQD0OOvEXOzAO51Dk3aOGA0seA2Q6gDBW76RbebHvT1nLviUs5PQZTKZRFVVZTcQskzmlYyJT+b3GskQZIBlB+XeKD4fEeWerIvyHcEA5yyhmzhKb0NnHII0bwaAnz4x3lmmuj6c8OxGWIMG7kXTOuugF8cHADrj5DH8tzM09A35PJ9ut1s20mBHDOh2u8dNOO/evStrp/fTpVlnWMlIYN8Yx5kd7u2Tmw0QHUCyFgN8g2LLLPYVHjhIQF6xbcwbu8ycOVk6IkpJl/txiCcZR48BDW0vDLJsNyKaR5rgZxkTO8n9HKg5GOR1l63xgw6KkEeDavQeOtlnO8iq60M7hIMHA9Z8vRhw5J6hLGhehIGAwRMEseEj9Qia7XQ6ZRv/brcr56REPD2RmLEcvXjsvI2QbBTnY7x+/TqGw2FBraRCT09P4/d+7/ci4vGsCx+YZ+Y6u4LRyuuMiIayRRxKaK7B8zmU/uHhoTxaheMCEDA7QtK2NsIgeQM45ofgMQZllouLi6I0CLYji4imw/3qq6/i7/7u7xqZkOecvhXWdPnw4UODZ3zn/Pw8qupwInoGKawXWrsJF17zqBhAL3TCiQGmeJ31OuPhOeEMrAcASGcYqc/bUVlOc+bItIJfOC7Pgc8Z5DGGAxDoghEzXxgHR2WjSWmb+ff7/caZUc5SYABPT08b2UUATo4cnQV1H0/OzBjEOtsEXUwH1pybjBlrvV4XPWId7DzC6Vh/vNsHeWprQjWd/R7zz7wCxHBfl3Pps8wZIYPDTqfT6LG0I4LGOFz3lCHH0NgglMAr0xC6OyMLrbHl5ot39DE2gJ2MPcELzytsy86YZpeXl6XlwPpEHxs0Afhh96C3TxTH1plH+CXbC6+LOWHD0Uf44fKT7bz7w9AD+8ss091uN6bTaZFTB6s5y8Qcre/4njwvBxfcCwC83T4esDyZTBq2yD4F/XaAaFCI3UGmvS7bMf92aZH58Dp+1zsS8TMOuJ67Xgw44oIICAKEyNFrdno2nAYtKAFCQn0bpkVE6Tty9OYaqOfne+P0uJeFh5Q1hp1D6iaTSdkSauXkcuTt1GZEewNt/m2w6AgeA8TcMXwcazCZTEpDX8ShX2Gz2cRkMilGDAOZs0zcJ5cHM22cLubzOU2Mc/WarEg5+5MBjmmWoxQAa79/eAwCPzZw3APnlxvuHbm00YL3vYMoX+YnRs8Nzm0ZDjt0vwct2y4Ds7ZehKx/lmF/xiAur5Ux4SF6AzjCkQL+DYxzZiLikKY3XaATvy0LGSwzdxy7x8+6m4OfNvBtXjij4DkBRhy4+QGl8BUbBLBoi6LzWpz1szNDFsjMeZ7mHQ7I4Ii/XX7DLgB+fH/mBUiApo7wXaKDNtZdg3/WbHnEZtl2ORg2j9x3lNfsdWeeYpfxK+h73kgAv/guNoDXCa6yXUXGs0/wXA1mcoCBTjhQdobLWeVMM9YDbZENKgb5+3yGdWb/muUt4pBRt24gW2xAiIgn9HE/lOeHLPJZgCl06Ha7jVaVfAGEkD8AdMQhiWFw7nX/2PUiwFHEoSbtyA8jGnFggBGpFTziqTHJkUGn0yknZEdEyWycnp5Gp9OJ6+vroqwYHdeFiWJ9rgj3hQFuzMVBdrvdkjkhtVvX9ZMTmNuMNb85ZTX3rUQ8TWnzN6lVN3bbeEccjq4/Pz+P0WgU33zzTURETKfTGA6H8f79+0a2yOd/ZKUGQHFVVVV2aznTZHq6RBTxmE27vLx8El0g0Lkck+fQpkD8zw5D0r/IAeUwZGY2m5VdiOavnTS9YM7EIA/sJOGMEtZiR5gNAnPyOlwrJ1Ph3W+Mh9zRy5NLwTbQjGP5Mr0w6uieM7gELW073whA6rpuZJ640Elvc3Y/lTNAZFldtmY3mLcZA8S4fJ4J882/DVxzit+/bWOgEfdz5OmGeGdM2DHVFrywRve5VdVj5nWxWBRZz9lc5Ij5OTBzpgh6OuBg9x7vuTzljQjMER629XBQ2mPu4/G46Jd3Uub50KpgfgBQIpp2bDQalXu7j/Pm5qaxay0HD+Z95p/74nykQMTh+AfsF/Qhi2Kfgg8gO+gDKb0b0PSk3I7tM2CAt6yH7CJz4l7uefLp+KwfG+Zzp6BJnoszNW53gMenp6fR7/dLO0RVVeVwVXQN+TfwtQ7a5kDDbJ8d7GFTCUjRUT8b1fabuVoeoIHlE3ptt81TuA0w264XAY72+33Z3uhJO/qyoDtqzFGZF+vIImdgIh6d2JdfflmEhedF0btDxHt1ddUwUqenp7Hb7RoHvjGu+36ywt7f38ff/M3fxKtXr2I6ncbZ2Vk5fNA7MSIO5+50u4+729g2SxkHJUEIUHqXT0xHjCRCymMedrtdKZehfLe3t2XL/3Q6jc1mE7PZrIAzeFDXdXFirBVFenh4KKlvg0XmwvwwBABjhDc7ttwz8VwUkRWQvwHGgDEOJfNnMDZsI0dJbYTd/0VZxSlu1u81A87dPMmZWc6kYKhwmhEHI0jqGplmLBspZ5DawIENoI2laZR/s1aeO+ZjDNC33e7xWAhk3DKfwTxRnrMJ3pFI7952u43BYFBOv4ZPlvv7+/tiODlDxzaC3+aZHRPj8POcfKFjEVG2dcN/rn6/X0rqo9EoBoNB4RXrhfdsQoiIYnMAnWdnZyVIy3y0rWFsABny63KEd+AaKDsTwf88c5LAKeshf3c6nbJO/qdHBTAIb7AngBrGyqUQxiYzgzMlCOAZWA6QsNkOoLgs99zDPTcu0fr4EficG7qd/ccX5QeuIj/OsiBP/GB/2THogIF5GdRgF7n86BXAMKCPeRv40lsV0Xw4LXaGYMplX8Zfr9eNHWD4Fx9/4rViDwCH2FH7BH5sox1owB/ohhzw6C/Wn4P8uq6LzeAztsluM8FWcC8HW/n6zbmlf8bLis2V08mOoHJ0ymcimiUHG3qP1+v1YrVaxeXlZYzH48YWWBjNbgaPj4K6fsn3LGxcjlIjHrfS//3f/31jB5TXy2+nqxEK7p1BgAXLdHDNP9fCI6IcK3Bzc1P6JrjffD4vhoJ7InQWaPOHcXGaORqCXjgZR6fU+GmIzldeb16L+e6//Z35fB6z2awRJfHDZ/ysNQNsl4d8noZLBDl1bVq08SvTrc0hRzSf82WjbYefv+91YZx9X9PJ4zhljr4AhGzc8pWjYmeW7Hzcc8F3cNjWT2hu449MGVAyZ9ZvvTJtMkhso4PpwWVZoXxgsIOz9WcMIJ39tuODzoPBoOzUIcOQAytH/5lfbTYoz7FNHiKe9k4akHFlmbX99Vj0n8BDMi3ecYxDN2i2XmBXI6L0sdBTxByZi216plUbD22DM43gS76f5cXg2zzEViDn6In7axjP9sTlZdbAY2K4cqDiDBMBLZlVvmfgZZ5mWsAny5MDLNZ1f3/fAOFZTzw+curKCbqdy2m+sDEuRzIOWTjbnRwwZfnIvhW9tU1izOeuF5E5img6E4w+hHIZyGAnNx1DfBvSTqdTorOIw8MSM1j49ttv47PPPovXr1+X7d/r9boIK4K52+3K874gNEy7v7+P169flzSzn/jrTBBI9uLiInq9XnnAIEJGJsbH+jNXzmyC2Y6k7VBxEkRs7tvyAYYYBAMUykLkp5PnAAAgAElEQVTL5bKshe8jtKPRqAESttttSV1CD8ppjuL9/C3SzIzLGNPptChkBhV2elwZnGXDzvc/fvzY+Lz/Zs5k9KzIzBeAMJ1O48OHDyVyp8HW8kSmi8gPx+EMkoEDc7ABAqDns3+Iotx8n0FRG71sEJFlrw/6UTrlfUdaAFge8oqekVJvA2ke2wEFmTB2TLE2siiOYvnuw8NDvH37NiKiUaIDNGEbkGX/z4UO2nFnYGgQB++chYUO2dlir3xAYgYRBjIREePxuDiho6OjGI1GMZ/PG4Gi74NDwvbZHrK71PYjg0GyC0dHR41SifUFp8/YdkwGpREH8M/8XVYhi+5yh8+3soN15s47nDwvZDXbZHhlYJEDN9Mv67bX6SwJJcmIQ68Zckp2nO8Oh8NYLBYFIOdeOnSVx5eQhWVMQKEzfvgZ5NVgmPnlZIHLgH7PQU/mr183cIRetlHQDj3yQa4GYwR0bjrfbDaN/iDu514vy1XEYdcb/mG32zUOO/XOZNayXq8bNAQTIGtka3Miw9eLAEcGQii8I92I5nbsiGj0J0EwO1IbQ4QYAaSeysGNnU6nZBRwfsvlssFEj8e8nP5jHWSbHFVYoJkna6rrw24PmoV9L4TSAI8dd9wT4OJmWSIdnBvO++HhIRaLRVFqQBtCOhqNSm8AgnZ0dFSe5eN1EJUSvXBopCMxGp/hgyMsyibOSnCNRqNScszZCgOe7IR5/7nMgR0B6xsMBnF6ehq9Xi8Wi0V8/PgxXr9+/URZGQu6ei7wk5IZMn1/f192anFPlzqQH6+JLeDeleOIh7R5dpw5os96wBg2Sr4v38FwIPvIDyWF1WpV6vc4wt90me/wwv1r3i5NqbLT6ZSeuYiD3rn0zfdzCQvdxYm4PyM7d2d+HKW3ReI4OfSK77Me9NslCbJBgAfLCiVzvkf/TwbPWVaYp++JbDGXTqfT0HPrADw+OTlpbMRwFiMHXNCCuRh42bkBWpEnl9bgFXQzDR1AGpBnuQH4wf+cZbMdyfwx7ZA39NkBI5ltAw3LjmnFPADMq9WqAQooI6JPDvApr7vtgPcA79PptGE7DJoty3zedsG9u5Td8Bmet+nm5xXm/lTTFFmwjY44+GYDOAIesu8EitDDWSzb1+w3DTIZD5mv6zqur68bOuogx4DX2ednbdaz7/wzXzhbBMiILqfhnIIzkyKenjZrwUbhnW3CkAIm2I7vfiKjcjMtO2un8lD0iMfo0RE7F8aTOW82m1Indo3c8zCzDcyyYQDZRxwOO7u7uyulMgAjDo95uBfBBov7QVtvK7cAoyQYHr6L4u52u9J8T/aIufKdXq9X+rqyoWMe/tuA0DKQI/Y2J87xClX12HA4n89LxG06Q1OMDfy0YsILnLmdB/Q0UHbGkxT5arUqPRY0VlrRPS68zbQxTfyao28bpPwZ+IB8ZjqQJeBzbbQ2vQ06ss44i2I5iHi6C8yyhdF2+p5TkK3v8Af+ee3omNdu2fH/jOF+xKxryIezWHyXQIIxsF0Auuvr65KRznzDGVqnHbTlwM3ZafPd64yI4pjtmPLlsdt47AyDe2wssy775MDGIMx6kediQMFn0A0/7yyXELO8eX7ePMLlefuefA+9JLsTcdjQ4cZxr836VNd1eSAsn89Nwm5FMM8jojyiBv6ScXUpz4DS49mHWQ7QP+syOuRMXG7c9roMspgP9j+Xbi1Lnp/vx/ttrSpZJi139PRlnnr96EdOROTrRWSOEBQWhQOtqubx465n26ijEBY8G1oyKwCM+Xweg8GgnN1DxiTicCo30R9bZPn8zc1N2a0BYUHANDZngpM9AL3b0VkYMP4YNfqBmDugkUPfcAzQhyjIKf+qqsoBaY4YDRJNW+hN5MqYdnB2GkQHWUh9sGNEc3s7DgxDzq496MPafWBXdvZ2WACWk5OTUsa4vr5unIoKjZGf4XBYngF0fX1dsj3Hx8dlHN/H4NaG3VkvIiKfN2MDwvkd3W63yAkGLSIaTdr8D7BGzpAHoj47DGQqO9iI9i3DjJcbMp0hzM3EdpDol8tgBszZSXg+pmFElAwu9CDDwuvoQFVVJXgZDodRVYcHigLsKW3wQ7aC76Crdig2nqap7RPghjUix6Yn6X12+WDHiFoBZdD+8vKylCeRpeVyWfiRgWVd16Wk6pK15dRrMECDP47EeeRI5tVzgUnbZVqTZbS+ACr8mBLuYfo48ERmvbYM3vkc2bZso/zdtjm7LG0Aip0ly8o47J6s68OutKqqSvYNWqKLo9GoZOV8PAjjc1inz8UyeMOeZDtGDw9rpseNzKRbAvydHAD4fy4nGjJIw0dgM6zLzIn/4YGDY9aAP3FFgzkzJzeQm2cOfAya+L6fzQgdc+mN4AZf+dz1IsBRxCOA4FEcjv5ynwaLBsxQetntdqUEkaMFKw9GKuJgRLnXZDIpYCmfQLrZbErDMmNHPAogkQSGr9vtxmKxKM7DdVVOpIaBzjRFHCIX1uTegpOTk5jP543Mmo1GVVUFqCFcBo8GP6yLC2H2UQAoAX/zHZQf4Wbe0MFOAufpHoGIw8NwUSCMAbz1VtscsdKn1e/3C6jifejyxRdfxG63K8/TIw17fn5eerE+fvzYaHTmGg6HhSc2rD4SwWsYDAalbAKYMBB8eHgoW5PJuvjKxt8GEmfgkmlVVSVa5fEYGHLo7fq65aTNINqJZUeSI3XuYbrVdd04aNUgw/dlntyTeeCcvP66Pjx0d7VaFdmz0wMURxwcRlU9HiTKd46OjsqOHfhGhtZjZQCH3nBfQJUNMuU9es52u10BAN4F5VIbNHXJDvuETt3f38doNGqc9gw9aQfgc5PJpNg9Oz7zl8vlWz7vlgDPCTkybfKY8Nry6j4O9L7bPRxlwlg+ZdtlTe5pvXcAiSOFVgaO3JM54CvIRvvoC2xOGzDmnl4ffHf2l/ssFovGd+3AeVyOwaLXil/AthgsOhngUiOy4pPQkVc/KNnryyeeG+RBI2clfXAi9M58giaWFdMTGvAbG+/vEEQgC6yZYOvh4aH02TpDBg8Zh7kiD+7hxXYiA7zH5567Xgw4cnaCK5ePcAgR0SBWm3NBqW30LewIOtsqUVZKUJ6LIxkrLYKZywVknhyJ8x7MRwByM60NkM+ZAFSRzrVjMM3s5AGW0NKZHT7riNMRnUEg77UJfL74vIEd989GtK4PW4YBFcw3n25K+hyA6WMFTANH+51OpzS7YgRwLPP5vHzG30fpTU//b+fuSDVHP3awNBI7im2TKfPFjtWZDDs+HDH3Ng0dYWf+mD7+TNY/yyg8sLPB4BmUmv9ep++d75Vpkdeay1/ca7PZFJCMzrkkynfgfe7tykGU9QA6+vs5GwF9XIJAR7NOEQydnJyUoIw1W+8IENtKYsgZ41VV9SQgdNbDemZaY0PdA5gbUw1W2/jGXFxiYY5kQK0vDhSdgctgKOuC753ngA3MAQ56kO2cM64GHZ6j9TMHwnwenXTAmIMKxkU+fM+sn86gmM/Owna73XJ4JXQCMLEuj28b5Nezv+L9bCec6eKyvUTW0EcAjo95gMf2x/kwR/d02RdyP4NfgyPmnoGteWZfCx39d7Z3+Xox4MgLNpqFATT2kjFCmWFKjv5syBgXQnE4H4J2f39fnOZ+v4/z8/Oo67qc3UIajp1rIFAYZeVarVbFuDI35sV3EHJ2qdnA2EmTfUIAV6tVY8svdEARnXHyORXsfuNibn7eWzb+IHIrnbMifM4pXzIyjrgzeHV2jYgKQHR3dxfD4bA8543SF9E593QK3vJjp+0Mhp+Vxto/++yzWC6XjRNdO51OORDUEbiBZTZ0lEhyFGZjRBRI9Oxo3T9c8NGK66jSmVDGMm/8NHTTJ0etAHiylciZQax/Y8yZF5kQjw0gN5iGb15n29/OrKADnqd1bbt93ObNrknm6WyEy5k4UQ4RbJuHjT88Bhz6mWbohA+l5D6sg7U7ywvvaRp1gGdbwt80wVtmcKKcF0X0zg5U1gT9oJsfsFpVj2Xl29vb8gDtNrBoWbdzsbOz3GJrbDOYgwMfxkQfXJa2nuH8Pb7BrWnKhV74fCDLaAbQ3rHFuG4pyH0/bvzP2RnT3TYdethOE5CTAXp4eIjz8/MCSNyewfu5x8wBCDLGvWjy56w2ZMs0tN/MrRTcA122rkBf9CoiynP9sO+9Xq+xk4/7ZwDK/e0n4IGzffzkQM2bW9oAvn0xY0YcjrDwjvJ8vRhwZAGzUrtscnx8XLJHRvAWJF6PaEbgCKV7m2AgwOjq6qocQsf71Padws1MQ8js0PgbhsEkDIKFggyWBbjX68Vmsylbbskg8WDJ09PTcsK3z3/BmBJVOtPFHHK5DufO+xZgDEhubGXtpku/3y9HANDk7M8wnlPiOBfGx7hOJpOIOJRAADL7/T7Ozs6KU8yZDuZqo+R5Ixv9fj9evXpVIl36sqj/Zz6SwcBgQ/eIZs9DBm3QBmOy3W5LJonLyu+SJ4bYZQ7zATCPg3RZJEeyOUIywINudo78IB8+TgB+uUfCOpLLvvzOGQg7YNPRO2Sgs0uFjFVVj1uD+byzWczBgAoAgyxwXITHtGPAriAPvG9A70CFtex2uxLEwDMcISVEQDmyCu8pjeDA4T8gAH5jhwDNyBmvwyMfacJPxGFHkrOqBlcOLgycLDuO1g2UcjnfWfQ8VtbhrAPwxgGR5Ybv+wgDssq0IORxTUf7A14jwDD9uY/7VlgT93bGCl4yHjaXAIfMDN8joMUG2i5SIjbwNjiDnv4ssk67B3LPGGRxuAzo7KOcPXI2G5theYOWlMeQybaMsDOJyIF7lrBh+LSczc0yA22hswMdsuqeJzbrX0RZLae/HBVnA2tDYKcQ0d7JbiAA8MoAxydGI7xOLZrYBhsQmiwLacNc8kGgMNQ4WNblrY0Rh5q30+QWMozreDwuApO3cTrtm9Px2VmahnbW3Bce8dk2AxpxKIVi+F36y5GBf7uPgx4Fttf3eo9b7DEIbbtMAFwGHtPptGHI7QRRcqIrnJhLuf4Ojo7sGIptgG5j6MjUQJ65Iguu82eaOlI3D/jf/WOWyzZ94btek3njyNd8twwZUJmX8C9nH3xB86yfXrN5Yh7jBNBX5ojzj3h0DJPJpAEcHZlCawA5r7M29y0wN2jM5gI7etsQZ2xNL/fSAVLI1uA8TMf9fl9KxsiZ5Ts7OkfK0MwOiTGtz/Aqg+LM/9yLk7MhlrWsWwaSBskGrNwLmtnpwvM2ubXMOotIWwRgz2fvMIbBswMI5muZyQFlXqvBmufiTKyzWgARaEg5zQAeWcoA0n8bKLQFY/YbGWQYfLSBUtaBzGYamAdev/2Sg6i2e5jP1v3MD5cKLRcO0AxwM92gcZZ/z8WtEG3XiwJH+dwFOy8MoYEE34PpFt6Ig4HGSPl1jM1kMmnUbiOi8SiNbDQiohxSGBEltQ5AoWfJQCji0AxpIbOxR2H7/X7jKe9ECUbq3ok2n8+jqh4zbDRnGqi4rk9UwPotoP6Md1IR1bg3oG0t0JVmNyJTELujPhTBu6RwrgCgiChnUr19+zZ+8pOfxMePH2OxWDQMqMHrbDYrOxBev37diDDNP+7ttLKNSe6DcHqdtXFPHN/d3V2cn583ztfJqWLKXXyHCJfyiZ0zc/Vz1HjdDgBZcIYsGwlobKdJBJkDCxsunJtBOwGDyz8YeuuW5YMDDXGyyCFZOgNCnkUXcQDs19fXhd8ZJOVgCRpCWxwin4W36/W64fi8YynLNU6OzwIw3PcGTexYyEADktEHl+YN1imx+FBIAzLfn8vO0A4GGjiKz44T+TBQycdQ5IACW2ZA6eyWd6oxBrS1jcD+eT7OzuYmZvM3gwfmge7mc4a4WA/ZW9s+dNVn5rFmbBM7R+GbgxzGdgmNucF3B1EODpFDbB/nm5H58a7qNkAN/dxSQDnYB6XaLnExfwNtdhbaN9me8D87fL0ZgXs5UWDwbNAOPS23zlhRxYG2+XcGReg588l20TIAH12SzdeLAEcIleuXLjvM5/Mi+BBgtVo9iXxzZicjfrJMdoKkAv3MpIhDStqn4EZEUV52k3jXBSdEI9xmnudhg+PoH6VhlwpbRPku9wUgwHhSszc3NyWTtFwuG0oM4IJOzMFOE/pyYjEOAAPhPi8rkyN/04/0LQrhFKxBEGPkR3KQMVosFjEej+Pdu3fx27/929HpdEpvF1v2q6qKt2/fxs3NTekhc00enkc8Rl/L5TK63cfmbsqWEdGYk58BhYNjjjTeIkPsVMPQet29Xq/RTO/5sFYO+XTkyQ9zAXBCL6JNHKGNpy8bR75rI4kTzRGlgSdgCIPGvb2z1N9Dzg2gbMAwftYNxuj3++UYi2738ZlW7EplN6TpxxjQwAAXWUYmccrwxGN4LObj5llez0EWgIbnqbVdu92uyNxkMonr6+sGMLYeLpfLUqohU+RMRM5uQzM7f2TBPT1cz0XwtBlwX9tVB6zIvIEbMspn0F/3eLgHD50yAKO9oK7r8rw2y4Tlme8DaJx9gV+DwaChv3aozAW9NI/hi/XEOgsgQH59Dhd+jLHcg2oZRTbpeQEoAZopq8FD+A//Tk5Oit2BdtAaumG78Q1k4t2f6B2E9L/aXrgfFVpgN0koMBbBX8QhG+v34RNj0cbASe0up/Id4wA2X5ifyJ7pmDOcln3oa5157noR4MiXDam3hOcMS8SjwQGsZIWLaD6EFAU0yHJ6NTdzcU8bxWz4yBj5qcHL5bIBfjwWDhahI6tigwNzbbxymYbL0S6f4f4uo9l5ZYFxNGg6W6C4Mgpnnf6x82N+1LCr6vCEafeVMDYGwClmzjq6vb2Njx8/xmAwiOl0Wkoo0PHh4SHev39fFAgDjdHhuru7Kzt8mNPx8XEBsyiOo0LTG6NLFsNOyUbFryEnZLVybR05JOJh7AwenUJHlnkPIMfcHSA4M2AgnmWT+WeDYeeJ07M+okueazZK/pt1I8t2xoByjlPIUWgG5c4mOL1vQOcAhTHtpHnN9OU1AgQfJwK9fXyDgb/LqciCewihNQ4FWfU8vQMol5Gt0874wqcMjHJJzFkL5NGBlu/H3KxTOehzFtp2xVm7Nhmw3QAscA9sh2WTjJvlzjYJfnMvl0Atk2T3M70Yw/bT/OR9r5nvO1tkgMp90HFnJvlszvpCOzYBuemYe5IVM935DPOlSZ9gfbPZNHqzzA/bJfPRpScATkQzk43t8hzbdN8+ms+i6wY6OXsO3wBEORmSZco2EHn1uJaLH7teBDjCQSGQbcpK/R0BpNzA6xYqEwWFcsOsDe5qtSqI1+8jPHd3d8WRT6fTRnbr5OQkLi4uyvPHqurx2Vwgfz9HLKfwMc5O55JORjlJW3otrMcGEgCJ0WJ3DQLghz0SNWMYyWzQ7M2jQ1zagjbeXWIDmg0g0T7ZI+bspjhABdmss7Oz2O/35ZllbLcnamb9ZJK4KCcOh8P42c9+Ft9//32JPNn9xhz3+30sFouGgfNjUeq6LmMjHwaNWWnH43FU1eEJ1na6dlZ81/R2Bsk8yE7bgYCjLoCmjSQN8Vm3DNSZRzZQru/beUdEOb8KUMhYAFdALI4esGDAgQy1AUn0OmcIcpkgH7Hhe+x2u6KrfAaaohNVVZUdp/v9ocQFnfiOddW9K226hy5BdztSZ9B4dIZ7s3D4mdfQqa7rODk5KZkz1nt+fl4y3dfX142ylUGLs9K5NGIw6sZ6djehg21BBjaKTJn7rgBRzIc+Thw1n3d5FefKd9zSwFzgIRtUrCPItB01GRP4Y310LxgANgeDDlKq6rCTMpffnSGDfzxexz1H6LxbQgCE+AeCNp4OAI8cEJgPDrQz2CQT7fJxp/N44OR0Om3Q2jbIwMFgGtohL/68M3YGxbZTyJozUbvdrjzWazQaPfGJnpcDQPto1oEtclYs3wuaceGrnrt+IziqquqnEfG/RsRnEVFHxF/Wdf0fq6p6FRH/e0T8TkT8OiL+bV3X19WjlP3HiPivI2ITEf9dXdf/72+6j3ttUCSE3k8EtiJXVVXKITYKXrTrzhCKk6wBYjg4M9soFsfEuSqnp6dxfX1dnIYPnBqPx3F3dxez2awhUDm7hdB1Op1yZADPCyLd78yADW0basbYcw87Wo5A6Pf7sVgsyo6wHEX2er0Yj8floX1EjJkOWQGIIhw9UFvH0E8mkxiPx+X90WhUDOd2u42rq6ui1DS/3t/fx9u3b0t5DdoxBwzd1dVVccpv374tIOqzzz6L2WxW6IwMoDjMBYXHiPDsOgwiWQPLKjwiMzabzcoDaw2OkDFKBn7ump27DT69OHY8Ec1zYarqsMsQupPqj2iW0vh8zo5ax7zzzTLK5WwBBt8RbF3XMZlMCqjFWe73+wJ8oYtlNGfDDITpYcBJUVp05o3A5vj4uDx6BwcPUAGgO+p0X53thv/nO/CM905OTop8wq/FYlF2UNqxMl8Hcc4cZNBoY07GkWdAEkDO5/OYTCbx7t276PV65cRweBLxuMvTOy8NUq3vPAAVfqDXOZvtPjvsKY7ImVLrC/bIET+BFWsmK4weMV/kzAEGpXKXcwFEPHKH8ff7w9EKzuq4rOR1WF5Zt+U8A1mAILpMadS0Rf6cmUb2DcgYl4Afu+sNIpn2+EoAu4Mz1jEcDmM+nzdk23JiP0JfIfbGPpA1ooPIgwE35VD8sXfzAZwYx74Nu8DOUdsCxua+bvXYbreNnkVn8rxG9Iz78j10M4NiX/+YZ6ttI+J/qOv6X0fEv4mI/1BV1b+OiP8xIv5TXdf/KiL+0w//R0T8VxHxr374+fcR8b/8I+7RQNhOrWLEUBYWC/Hb0orZyJCJwdETZQKQUEgzLEdi3W43hsNhHB8fx8XFRfmcS0YIH8YGI8NafA/GH4/HpeGcbesw0aUPR3C57OH5W/AiDlmO9XrdQP3ui+EHIeNUYZ+pYmXmtyN46GjjxmdwgrxvhT8+Po7RaFS2oTIO9EEGnMExDeArhpVIaTQalYfX2ulbGSwfTrli2FEyXnPTPvfGqJo+GEfTy9k/Ln/Xcm2jnUu5Br0ZXJkXDhCgl3lisP7/UfcmPZJl5/3ee2PIjCkjM7KG7kJ3ky2gWwJBcRAECAa1MaSFFhLgjWBAC5swDGghL+SdAX0Cr/wB/pAXNuCNIRuQF4ZEbSzCC1sLgqBJtUiI6C42u6q6Kud5iIjrRfRz4rlv3mzSGyJ9gURmRtzhnHf8vcM5NwNtxoRB9Pc5WwNo5348w87FdMfQ4VycxbQDdzTswMByy8HfBh7YB75HbubzeeN9gj74nvkxpuzImCevFKKsjs4A0NzcfJ8RbtMp84lmf95BSBZmb28vNjc3S8BBcOnMF+A1gwxKK7a5BHisprMd5XsDYdOTQAr54KfNDjmCJyODk3WJEfm1Hlm2zDPbVQdkPO/6+rqs7uW3Hb2dv7NMBDbIkFdGu7LBZ7bBnANNGZsdeX4mvOI65o0Ntu12IJznwf2Pj48bPsN+gvk4GMpVBn6sY2SJ4Kl1BJraBlGStn/OQYltiGnN+KzHttl5QQOH/3ap089A/r7s+JWZo7quX0bEyy/+Pq2q6qOIeCci/pOI+I+/OO1/iIj/IyL+my8+/x/r1cz/r6qqdqqqevbFfVoPosWIdSrY76npdDol82Hi0cSVjT3CYHTsVJydnA0AREOAI9bOCicMsuac6XQap6ensbu7WxjK/bOSEEVYOagNg7jn83ns7e1Fp9NpNKBxn4i4Y9Rx5igZSBxBQujn83lj0zeQM99xHlGuV0pZcKEH42eMTnlOp9PS3GknjfGez+fx+PHjAmDIGJFBQgH39/dLTdolC8YCXxaLRezu7sb5+Xm8efMmvvnNb8aLFy/iyZMnJUM1HA5ja2urlNwwvmRNHGX0+/2STWRORKRO15Ld8MovgC33dG/YdDote/Mgf3llCOdCs4i1Yb29vW006FLSo4mZTCH6kMtG0I1X4Th6tIG2cba8Iz+MNY/RgYJXBGZABQ0zOMigxIYyryhj/DgLL6pwmctG2AA1P9vZDzsN97rQ8A9/bWyPjo7K/ZBT+OzG17aykAERx2Kx2vtmMpkU+To6OorHjx/HfD6P58+fx+7ubgyHw3jvvfeKXN3c3MSLFy/ivffei42Njfj5z39eFrUAgihTUnqGF+fn52XPNZexWARC+cK6R+YF28rc/e4qO2icGtkp6OFyvXWAzAw6HBFF7glIvQoQUOig4OrqqgBJZLvb7Zb2Awc4DiwsCxzcHx45o8MKMy/+wX7mAMgBpYNC/iYg7/V6sbOzE3t7e2U+FxcXZbNixuTEAq9MMphF9+A5gBvae5Na7Ae2nmudTCAA4fqqqhq+zOVTB3zYHHSKbCC67oAEeTWg5RrsiYMXN6HDO2hPwOId3L3XUz7+P/UcVVX1fkT8XkT83xHxlgDPq1iV3SJWwOlTXfbLLz5rgKOqqv4yVpmlIvzsccPyU4wtwGi5XMbZ2VkpZbkJlcNLpJ12hVD0JdCUhyNxhsnpNhszSmkoGCU/QMBgMCg9OxgIHChMAEwgGI6a7UTqui67+Xa73VKTtYBCK3qbcJwcbbVbR/hWUDt0R/F2cI7KEPAcbaPsLEVF4YkgXILb3t4u11GnHwwGZQt6p0INIJzlIuJkjpS3fv7znxcwEbHuIQJIA5KQKwy+ozB6KtyM6axkRBRDSJnNq6Ogj6/h+RhyjDjywPd1XTf6zzAYAG8AHOPCsTx69KiUJW20/Tfg0+UGxkzpz/rjMgH3xjk6k+UtCZi/HX/Eynm89dZb8e///u+NlaA24JatiGZTqIFsBhLeFwigBG2tjy695BVg1o1cSnSpwE6tqqryDq2tra07ztQy4IAtR70YdX8GAH769Gm8fv26kZl68uRJ3NzcxLvvvhvdbjd2d3djc3Mzzs7O4vz8PH7xi1+UTNPu7m4pd9MHGQQAACAASURBVFKaI0ME79hJH/kCBG5sbDS2JXA5BceFfNJbhZzZnnG9AQBHzkDYZmPje71e42XW2AbLNoCM8RNQkYl09gjbz9gmk0kBbu6dmk6njZ302awU2gEm2aDXjtrAB74bpENLlzB5gwMyCZjChmFn3COEbtze3pbWCYNL84N5O2uPXQH82oaQ3et0OiXo8Eov20ze94bvubi4aPT9WQeZdw4g7ZcoR+YtFqybtjcO6mxToKH7mZ1Jajt+bXBUVdUkIv6XiPiv67o+cUqqruu6qqr7X1LSctR1/R8i4j98QdzaWR8DGASJz5lQZnwu6RgEAL6cUYLJRDowyuk67g9TvMstz0VB2Y3VTtvjwNjaUcJcBNyRjp3p7e1t2fMBIcsG2E4oC4sBjKMi7oMC+Fo7JBQXEGbB5DlWfkfI3qOJ+xMR4exzY6z7HhBu+GYQ6Ygeup6enpbImnnakPlVEsgb9LeyGehBX8bukoGzJchJBp929uYBPEZxbehyqrnT6ZSX3FJmdC8bQDSiaZQ9Dh/+jCW1bmjEobjM51KFo1zGBz2gK89xWpxVhd6gk/N9T2dwea6BkQ1g27ycWfI5NpjOZjnz7Gty6t6yZBp2u91SwuXefmbbOBmLbZ9lhM/YMZvsdESUHisWPiA7vV4vxuNxvP3223F6ehrj8Tim02lpBcBReP7wBp0B7OfAzfLMQQuBAZ5tl+U5Z0WyHfS96StBFhijx+59w/xsy6xtabYhlmmCHOSALVR8nXlku8A4HHwB8rJdzv7A87dNtx2p67rsmg1w8f3gGc9xgLKzs9PwaczTMudggTYWMnXQyzbf/5t3edsE89w21TpgHYGHLnmZT8gOsuqAmWuzvebIINXPu+/4tcBRVVX9WAGj/6mu6//1i48/r74ol1VV9SwiXn/x+WcR8Z4uf/eLz770YNAIKOlEsjNtZapOZ71bLE2xXglgAnk1BC9+tEHE0XINwuTzSBdy/4ho7G9EetdReFVVDRQfsY6SADtknfKOuF/QvggM71pjzgAzKwbI3f1ZBpxkrhAkMmUYHt5D5n6b8/Pz8roS7ofws2Em97QzJPqAT/B3Y2Mjtra2Ss8E59lwAqzopcBAGumT/aMssFgsYjabldKAjbGVwg7cfWc8h2h4MpkU3kNjg0CMDd97v5oMCB0J83wbXYNCUv0RUd6nh3wQiTH/6XRaSgzIAu/NwoC4QRaZYA8Y5IH/vSqKcXNP5k6D8nw+j+3t7ZK1mU6nReatIzZEGGMccM4CttkEQDT6kQG8nTY/XrkGYEEODbxJs98HFsyf5XJZysBePMK9yRxAA4CvgXi2HwZC/G868Vz6jj744IN48eJF6aOZTqdR16uVtGQ3+v1+TKfT+Na3vhWXl5eNjWLrui4lNnr1yOxSZlosVgsaaFzd398vmUrrknfkj4iS1cL54mAz6IOn8J3sqXWAeWNfqSSggwYOvq9tOjLrUjzz9Z5q8Ju5Gzi46RrgAxhhHF6dWVVV0TnOh6c5kMBOMw4Dbo97Y2MjRqNRXFxcxNbWVtm3CJ4RJNGS4bnW9aqcRPuHt/vY3d2No6Oj4gMi1pnKnCXnGsCpF4qgw9zb2V9nxnxOxHqBCa0cgCIWIFgfkYOzs7MyBuybg2To6o0gkRX7VJIdXwaOfmVDdrXi6H8fER/Vdf3f6av/LSK++8Xf342Iv9fn/3m1Ov6jiDiuv6TfCOIiOAAJGB+x3oXaEXfuZUF5TAAyHhCMc53h4TMLLNczNhygldqCARNy/RIGcj87Z8bgUhfjzRGaFZj+ClKojqxteEwraMn3OcPB8zHuFmSENKezGRf38pJQxkopjfMi1o26ALaI9X5RTv/mzJSzRU6dApRxZI8fPy5bKzA/p2sj1pmw3GjubIWbL22oHD1hxJx9go/w1jKe6+NulDVogHfeWwbHTonWZWD0hvG5OdtRNOOIWJfRzE8bNNMtIgrwt2NifABomv4zUOHeOXvizEk2xM5YmH+cY/6bpgaipilz39jYiPF43JAFznUE7/tmnYQ37hvDWeTVQG0OnCPPx4ApA6lf/vKX8dlnn0VVVXFychIvX768E6xZRwh0xuNx0bmdnZ0CZi27BCCDwSBGo1HDGToD636yL5tPxHqzXMtVzp6apzkYtC3jfln3OHw+sorjjVjrmZu7aV7PgCXLqsGg75X1g/PxS1Qcsm/B7jPerIfYaWdYaAOgMd57Ddk+e2WaAzTaB7xZ5uXlZdl2BhBr3WFOi8WigG77Df5n3peXlyU4ND2Yp4Nn3z/3ETJfy3+WV2TTqxsz/8yHNnAEjUznfPw6maM/jIj/LCL+n6qqfvjFZ38TEf9tRPzPVVX9lxHxPCL+0y+++99jtYz/32O1lP+/+FUPwLi63mujSRTMRHFsEeudlvnt5Y3ueYlYOw5noxAAGAWh/V1bXxBCwngXi/UOuAZlOERHEmYe83QDrzNkHJ4HET+1Zzd4OouEEnu/JZaVIixkThifd3mmB4GIkT4idpWNuPsKD+jnvi/GXNd1iV5PT09jsVjE/v5+Y65EuIBkIgYUBGPuzJeNrZ27wYaNLACGsRiAEE3j+PJyZDcU+iAiJcVukABvuD/z5DNntbxMndIGUSK8gX6j0ai8yub4+LjQhevIIFXVelM6npcd8PX1ddEN5uiSg5ezG4ggW8vlsrzmA/m2088yaeDv+xnQEUgA/OiPQB/ajKJ1Dr5Zf/jt5nWPzXLMGLxgwaAg96t1Oquem62trYa8OoDJNGmTERvvuq5Lf1DEqtx0eHhYembefffdePXqVRwfH8c3v/nNODo6io8//jiGw2F8+9vfjsPDw7i4uCiy8+jRo3j9+nXRDQKsy8vL8uoWsl0ORNwTZOAB4HQ2G/nLNon/ub/vB68JIrD31jvuHxEN+5qzM9AXUGCQhFM1KCGr7SCJsbqtwllCsp74JnjH+VwPIGG+VbVegIEM+8DeHR8fNwDc9fV1TCaTeP36dUNOl8tlHBwcFDoiN7kKghwQ/N7e3sbLly+Lfg+HwwKuHNiRcUaGPXbGwCIFxuWsEudwXycVmD+2njE7EMcvQ0MHM3t7e4Xes9ms0cyf/YX71rgfsn/f8eusVvs/I+K+NW9/3HJ+HRH/1a+6rw+E35EBb0mPiLLFOMLnKBzhwWGTSgQF28gYzbdFamRxvCu3FSYDGu7rlQkZGWOgSX0iIEQQjInPcjMj98kRGsJroSQ6IHJCSCLWAoMTz/Vw6tTsJUKJJkcwvDTTqWU35nI/Gwh6V3gO/2MkX7582UjJwnNW03jVnJ0SsmKa8bdBIjR3FOiSiY3qeDwu+2eYh9yTUoojSzIJACOa6LkesGzAlPs+kCWDt06nU/aD8io1ZAZe9Hq9ODs7K4aL0irPQmbhV474MfLwzJGWgWGWeRxqBlrwnHKI9QG9zODJ90dOGRsNnwAZ5pR11NldZ1AykILPyLh76dAn6x6lRo+R8pXLlXzH6z+qqiogLEfkmSaW3ywTLh3ScEzG4KOPPor5fB7Pnj0rfMFpjMfj2N7ejl/+8pelvMYrJFwuJvPL7vrWY2yrs5zov+2h9Ws+nxfddVbSPHK/Y84oOTCFh3aSyD/ldPrjuD/2B1vDvm7wh3Ghj8vlqqmaZnbTn5IWWRHk1mDHq8SYB/JQ1+v963LmhHESDCCf7oeNWAd0Thycn5/fkaMc1Dv76ZI0NHrx4kX89m//duzt7ZUSFVkh/B26QMUitzpAR8YLzQ0uPT7LAjKd7aCDCo7cI+ogjnuZPxHN1yTxG/3K/qrteBA7ZEesm2YjotF748jaR45InT2AsDac/ixi/XK6XBPPEa7vbQNoJljgrJwuk0U0Nw7jcCrVDt1HTtEDCGxwPJY8du7BuXYuKLVTl67h2mlzuG7s6KStUdu08Qo9DkAWc6cHhuv9PjLOt5KhxGS6PE8fgJTsjNx/xDgM+nxAqzaF5344Lv437SNWYNY9VPDKEapLrp1OpzhCznEPBfJLlMncneWw4zEtcoSHwch9bPA+65h1p43WBCqmj8Fzm5z63DyX/L8zQRkMWq94judqI8nfeaw50IH2gCKuMXjB2ONsnJ3xOdmxMTeDRdPZPEKnWB3Y6/Xiz/7sz+LVq1fx0UcflXvyImaytFW1WrDQ6XTi3XffjdevXzcylX62nRObyEZEw254aTy9H+hhXTezoAYAzjTbvqNbBm7L5bJkNemLc2awqtZbkaDPyC/0MzAC3JnPACkyDOY7QQ0ZdJfaXT3gcHBBQGOgwrizzAM+nEHxHkveP68te2ObZjni+zY9ZX4834G6dRu94X/sv/1AllmDtYhmZcBZUj7jHnyXdQ+b4ussQ7ZHWY/8Y/4iE/cdDwIc2UEgFBCdTEZG6BHN9Dfo3ysGHEl6KSepUDtQM9uOyKleC67H7efxt4XEpTaiUwwz97kvvedI3Yy0QOAErPQAAcAHzyErRpo9Yq0gjgQAgAg4K5pub2/LUnvmg1A6q+JUNzTLho/mQhsCaAHouby8jLOzs/KqjjbA6ogAY8e9iDpRGtf8iYgPDw+Lw6N8RKRHoyA8gJ6cD9+Yh3nudHvEOsvkkgLjZIsKLxd3VOzShLcl4HuiS7JN7N4+Go3K5prZGFv+XDrgYCm3gamNLM4i99rBQ1b8GAxDj9Fo1Ohh8Xe9Xq/s0s7+V1nnCW4Mitw8a9kge2Mw5fR6v79+8bRfTQPPTDPej1ZVVaMkR7QNjwBG19fXDdm082I+HHZEeRUm86G0wryn02mcnJzEP/zDP8R4PI5Xr17FaDQqYOLq6ipms1lcX1/HBx98ED//+c9jsViUHfzR+/vGwwFA8VjIIJG5nM/npX8QupOlQU7hD3pAeYqDwIh+KoNN+AdfKfOTCWMsyKNL0dhzMn5kA9Hp29vb8jJzt1GQefO8LP+sGiSA8Kuo0I26rstqUNMVewSYYxXqYDAozfBkrAC56L8DLNsR6Grf5Gxdtpuz2SzG43H87Gc/K7uqA+ixEba5XvVmm46eOxtoQOpsuOmDnyHDZ1vDOfYl1kv7zZOTk7JwJQfI8BddR1d/1fEgwFHE3doxhLVzA+jAaH+fI3ingVEMiOnsTkRzl1WEL6L5Mr6I9VJko22eheD4eX7JX0Q0IhB6XlBQfmzwmR97PXiepgu0QKAYa46YDULtzPkO4bXDYlzD4bA4LJ4JPZgjCkvvCjzFGdEHtlgsYjwel0jQe4iYx9CWDdyYl8svnOvMS0Szvp339EFROZeX0UasnJJXMxocsyEekajTwR47ANGre/jf7+oyjTGCo9GoGBxAQK/Xi/39/QJW3BRqkM28KC9T6iNdzj2zjLHHzdXVVdkoDUdifSCyRY8csfpAP204oROZwIj1JqM22MjX8fFx3Nys3+dG/8jt7W1pGkYn8jMsl9mg+v9ud72pHLJmUMvnPgwkqmpdhuZ+0MW7umNXctnAOgkvkFOPdTAYxHg8jr/+67+O733ve/H555+X0u3u7m4sFov4y7/8y/jbv/3bODs7i2fPnsX29nZ88sknRY7ZU8wAGNqhH87m+bd1yPK3XC7LFiNkNVhFZzvLPL06CP4BVuCX7YD1y2OBR4AH9Lau69JfZTkEII1Go+IY4Y2fh472+/3yNoTb29uYTqdlVS62zYGO7RFylDOepjvADn44s5jLjYAr6w3zmc1msbGxEQcHB+U6xmXw4IyPZQ9bTWD13nurReaffvppIxOIHnljRVdKclbUPpo52i85gIRv8MT+CV5bhlwZsi4RUOMr+c6ZeMYAL5zFazt+ndeH/EYOlMaOxujSGQEMiPsOMCx5NYCVykxyBGDC8RwDLH/nshrGNJegnLngx5kW7k3WBefo6DJiJUhvv/122bfH482OOWLtHHL6FoHMoDBHFxHrlVzc17V0R+8oBcbHqWOPK2fvdnZ2ys7fAENnI7g39+PAqOWM330H92EsAMfsMO2QMNaOnPgdEXfokp/jo63k5KjUqXPLq6NzAysDWzJFo9HoTlSeD2fBGG/WC2cy6D2zUXLW0rILwGxLhXsVTM72tWWb7ES8ezeZO0oLPnIkbqfNb4MZ5upnWiaI5A22zEPbFGcwuI/7SvixU+Ow08yf50AmImI2m8VyuYyvfe1rsVwuy2q75XIZp6enRa+qqorHjx/H22+/Xcq7p6enZWsIgDlg2YCZOWRAA82gP7rBvclQZnvrQNdtAw4OXbbGQWIrkAUHIRHrzJJ1gVIePXjcC+ADb73K0/SlBxIwYJuMrY2IRm+agS/noyd8xthZXcxGxwYyliN/5mCuzeYtl8vY3t6OZ8+eNeTbPtC6YTDR7XYLDwCEX/3qV2MymZRMXuanQar12bLC/fjfPsBBmXXr9va2BOrwwUkN+95s4zwmeIGMZjyBbkIf0+C+40FkjszAiPUboVFoo1cEFRTuHashLkgYprBEPa9oy9FSTk8aDDC+LHQRd185AnMRatA535H2jog4Pj6+A6gQnE6nE5988klMp9N4//334yc/+UlJl1MSYn7OhliAYT4RGgqLYAAA8qtCoI1p6AjOBpXj4uKilDDIXuAY+v1+zGazkvqEPzjCNnDhfiBS18vlsuwg63JSNh4urfjVHgYeEXe3sydSjFil9uGfd6x1ucTA3Nk6nAY8Wi6X5dUHZEaQ9QxS2aXWRgh+51WA0+m0zAXH4RKb+4UMCvksGzgbaQAcepODiPvu4XG7cRUZ9WtxHEUCJtihG/oafNd1XVbv5Wtp3HY28/j4OEajUaE1tEI3eRa893lkN2yX+KyqqgKkc3aFDDDPydkiZM22J9PUtORe3/3ud0ufEfQ5ODiIjY2N+Od//ue4vb0tOtbv9+Mb3/hG/PSnPy2lY5z46elpI/ObnZ7lg/FCT1aw8hnzRbbcd+jMABkQaEaGFF31SjCDMr6HxwDDk5OThv1xKQmbQ3YpB9q2rwYzfO8svnnJmG5ubkpDP+ACenmJOzQAvNETaeBj0AC9eSb2z4sEMrCmjEgWtNPplOd43N7UE3rYHzx9+jQuLy/j+fPn5WXEnU6n8XaHDCTabAG0oMJiMArA4YBWtn/4Bs8x+2n7YXw18sVYMkDkufhOsmjupc3HgwBHHJ4cBsqOIEcinrSJxnkIN8QDvTtC49qc/XHUmZEy6NYRIYzF6IBOUXYEnBpzxKpOmiNrGykM18nJSVlu6cbBiLXxBeSA3p0NiFgLEalh+ltQXs8FZfU+O6aFFdSAwGlm/ub8r3zlK2W/qogVkHrz5k1jm/qczXAfB6U45oDCWtnMQ2fWnPq24QRc2QmwgR8R6ObmZlkVM51O4/b2Nvb29mIymRSHCkCC7l4Fw2cR0ei/4HucL1sk0EPhcwBoROwAIl/v3hwMA7KHrDtLEBGNHj2DRsaMY8vGjZ4rZ/4sv8gbdM49N9DCOv/48ePY3NwsL8t0fwJjx9gjk+gY9LMR592MRPmOvg2koZ+zTXYqEVFKDA56DFxcRnHWDdtjAGcA2hZgQBMHIuxv5Gh3OByW5v6bm5v4u7/7u+h2u/HBBx/Ez372s9JHd3R0FN1ut7yCyc4r2y/zLY8NGkJPMpzww6VF22D4nEvsuZ+N52OfTTs/BzBbVVXDlhtk5Ayfy9TWO7daMF/sqYM6ZMIlV5eNWcWV/QT3hucuB+b93yyTnJNLuJken332Wbx8+bK8Iy0iGq/rICDm+d7DKgNYMlrYBGfv6DUlqMYfOCB3Jo0EBfywPji45rDthL/oE7bcbSXIjbPcjMnbAOXAk8NAK+u6jwcDjpypyYg0Yr0Rn9PeHFkpItZGt6qqsq0/xAU1G5FbkGFUNhgYBN/HDENxUF4YaoGw0Wgzkm3jR7hxSE7VGkUjrBYOK6wBE/V0hNtAzrTKWQE7T4+X7w0UuMd4PG70y/A5YDU7CK5tW1bt6MMgl/k6Y5izSQbEdmhESpYX5kGWA1BGI6f7I3I0Y36bJ3nuzDEi4unTpyWjSJrZ0REA2zvZ5t4JO2fGbweFjpk3poPT+pmP5pGvN/iCxpYNp9LbQDCfXVxcNPpP/J1lwHLiDA9OarlclkZZn8+5/o0zzMY6H0SYzhDbIUPbLMNc6wCv01n3buTnQkvmwjX0+wFs3ANmB1HXdXz88cclUz4cDssrR+ijAWA7KDOdstOKaL7fzJkd5NmO3xlqSu7ZDkF37g1QMRDhMwc6BAFeDEE21eA2Z/qQD2TJwUIGuwZIWdYi1ptHOggCHGZ+WibsT+xf8jX2RVnnMoiGB/YzrBBlbNgH6JXvsb+/H7PZLObzeXz22epFFgTQlgvreN4Zvc0fc4112CA3+w/8Z87uwrf8nUvhbnFgXM7q2xfkipDncYe2937zGzyyoTQTM2hyREp/AqABh1VVVRESiMgKgIuLi0J0GgkhMAqdnZLTrW5uRfgBK6Q2DWrMIH6z4aWNq8FZm3KD4BeLRTF+zn7YsaEQ+Z4uC/HbDtIRO3NC8SKiANMMWhxlsMmY9+s5OTm501gfEYUOEXfr1xgfNqa7urqK8/Pz2NzcjJ2dnXKNV93lnhQMtuvNTp8z9u3t7dI/gUz4NRgADPZAoSmTcqR5BLjqdruN953xPaCGnpC6rmNraysioqzKgz825HW93szs5OSkRIc0dpIVYCy59JMNAjRzKt56loGRo34yig4IvNGa5c7Gpw1Qw3eygfRS3dzcxNbWVnmVAfs9ZWeJQ3AEyf5LjvLho0GngQ3zNLAmqmbPLeiLzrFlgw/m70yXZQ3Zy47KjtLLjauqim9/+9vR7Xbjk08+ibOzs9JSMJlM4s2bNyWDubGx0cgeQte6rsvO2OPxuNFH1wZY898c8J7z2azPoA37xFyxM+iiQQfBmbNFZHI9BmwzAK/X65U+KrKqeW+6bAsdpDjTYF0DTJhPzKuqqsYCGjL12BX0LQfWztLzObbV9M3gPAcQWUYYI6snOQ8ZiIjGSj6CBdoyAByvXr2KV69eRa/XK/tccT+XFgkiGYcDe/PJQQRy7B/4kEEOPPd8GYNtGfLjQMr2l6SBS/fongE39tsLrvLxIMCRgYORnkECQu0y2uXlZVmS2u2utljPAoTAz+fzspkehKXM4+3TPZ68MzOKgHM0Is2InHFwPalGloxasOxMODJgtDHe3NxsODMMtpfF2zi5/mqkbUDEbws39+73+3d2ErZSeOwGYtBsa2urLMlnvxRWvuWmuHwvVh9ErFeWXF5elqXXLrHmyMLGOaK5l5YzDhgRVn3g1F2CdO+be1za3uHT6/VKjxAgAoUm6vIKOursACackJ2JyzqMw0DDdFoul2WTuH6/3+h7ms1mEbF+ezkOjZLlyclJI6XNPeERRp65AU46nU7pA/H56K/lxnzmf2cLtra24tmzZ4UWgBEcJ/1ayCA6jYxubm4WkMA7F3u9Xukls86Q1eQzQBVLyb1ZqbMnADn6n9Abyy/67iwNBjtnOdpkH4P/gx/8IJ48eVLohAzO5/N48uRJ1HUdb968aegt9yYYOD8/Lw6QvY7ykfXbnyE/vN8RW1xVVaMnzXtAObvC3JBj5APbmDMoWV/J5lImxKbP5/M4OjpqlEdMQ5w4suA2AoNXZJrMEGUy5NJ2Ct9j+TYAdoBAsOgSWUQ0ytk5K5T/tx9kXs4CAz45bzKZRKfTicPDw5JZdAkaW0Pzcr/fj6urq2LjXBLDVi2Xy7JqeHNzs8iQeYm88RyAtGWqDYS7epF7/ABHbDFAsMQ1nGsfh81wcGuf5MoDgK/teBDgKKIZVWKAYKgFxYgVY+CIEfCCI3YGykZquVy/My3ibr+ES1h87/NwLpxvEOYshcsVEdF427Pvlw2DDxwA0Q7gLAu8EXiO0DkMegyS2sbhLJEzTuZTFnaDQj7jBa7su1LXzYxPnisHY0TJ7FAwvqaHx23DZ6fBZ3ZKPHM4HJZmVYwXIA6ZYD69Xq84Ye5JFolMkBXfz8MwMw6iPwyT558zLwYEzhAajGa+YDigH6Dp9PS0fJ9lw3Th+l6v18iuuZydI+7pdFr6yXCIpmGWf/QYoDoYDEozNYCMncsBcDj+XBqEVvAd4w84MggxzZhfLqlkY2y6eIUaNLPuZV1BPh1tM442Paqq1euTTk5OyqaLEVFelmuam292DGQ58sH5zqTlAC07b2ffcm+Iy0xc51KybQN6bd0GdCJPBBCM3dsJwHf3/FnOPE47R+idtw6Bz5575jEOPGK9IMh9W/la66/5mfXTvOB660Ubv1wRyO0czC3LOYGSAzYHXQAaNhbFxzi7T3k3+xbo6oqB72+6GNjlYAB++hw+Y1sS+IAP8b1cBcr6xLPhW+ZBPh4MOMr9L35JXsQ60qKMgHNEWZw5wJnB3PPz88buyRHrkozROJ8DvIgEISwpO79FHuPN+LwZmFPzRKM5WsxGkbHwc3Z2VmgyHo9LVoBn93q9xmsVLAjOwpFGHI/HJevEmBEw0pK5CXGxWJSGX9Mq08zlCWi4WCzi4OAgNjc34+TkpGzcxtJjUD5HjlodmXLYENuwOXowKPXmbdCVz033wWAQe3t7BfxyX4Nl73Myn88LSEAGhsNhfO1rX4uf/exn5bnmCwDRADIiYm9vLzY3N2N7e7tkSBypMifogbxjjKAzGSs7LubgjCOyjIzgOJDXuq7LiiJ4eX5+HpPJpOgq37FPFZt6Qg+aO0ejUXltxeeff34HwJF16Ha7jagXujii51rkEr22MzYoAmwh05YN5M0ZCrJ7jjCRFfSRAxCHnHuBAzSDlwaSjCGiuaWIbQI2hPPOzs4actHpdMpmrGQHGCvPITDodrvFjkBvZzIMIKwfPsxTepYow0ALL3zo9Xqlxwlb6HkyNmdwHO3n0rdL41VVldVtGxsbpWyfASlOkmvQ6WzzbUfIQnIP79nmknvEer8hdAAaWgYM/Hi2M7+2D4zFgS73bMvA+CB7GdEMarP9cWmfjDW6nwR7sgAAIABJREFUjz1w358TCPDFINFZOf9vGbKv5h7Qt60XqtPpFJm2nAwGg0ZDPs+wv+Se2CjbDLcCOMi873gw4Cii+YZtCwnM9f4cCBmpwZzqtdFhJctyuYzRaFSyNxYel2Ei1ulrXtTK+RFNlH9+fl4aaYlgQekYMSKirDDcJ2ev2IjPBo3vuRepXzIxCGAGFo4sDHigt4XT34HYXUs3EHFEyTM9Vq+ScLnj0aNHdzJ2g8Gg9PMYFNjgud7MBngGxihFRDMyt5GxgXGfVUQ0aMQLWz2v2WxW5mPHYiAIYF0sVv1hAFdAGHQbDAZxcHBwJ9tn4xXRfN0K3/POKubbtqEf8mfDan3KWSZoYMDDvXDw8/m8LIlHn/gBHDlDhU6STaPkBk/dV0NWiK0OLBu8V9FlTZ+DrbCsoMuARGjkjCJH1nvLBfLuCBV5iFitNiUbxffw16ULjHyOkvnbWURkkc98D7azyMGQs6T+fXt7W3gG2GUzQweK0NPZMZcJbVOQEQNraJJ1zsGU6Wn7TpbCgNa2pa1sgt3PGTHzALvlgJk5RKxfiYN8+144e2d9GCPAMpcm27JP5qltvcFN21z9mYGEaYfeWpbwfxcXFyUocJ8etgX+GMwSZMzn89je3o6zs7OSJbJPMOD0uD1221zmbL1Cjy1Pfn+hm68NmrydjGWC0qDtGC0ow+GwYavhIbzPeuDjQYAjGI6zy8JggMT/CLONBNfBCJyIick9fb4FLmIN0hiPU7b5cMrW5/IdyuQ6vJ/FeCKagIY+iCxoODaE3YarLaJoMzAou6OdtrlxX+bhMWY65vMNbDGkNP+y5wb3sJBb6fIzuB+RfF2vV7RBZzcLO3tkJcjRMcoL6AJ4QW/mQL+UU9PZKW9tbZXtFpib5Q8HtL29XaJU76+DAnO4ZEQTvo12lhHrjnnAefDSemKZyeDZP9AJWWYH6xwBZj6xIjHzwHwlC4ru4Bj8TPOF+UPTrKvM0/0HBsA+Moj0HKEJ44c+dnLYFZ5ve2F+8HyPxXOxTBoE4qB4rstM1j1H0jmDlAOJfA1/cxgYGYR5HzRvx+C+wBwAWv6yvOEguT/8BbxYlhykGTi0gQ23N+SWCp4JH/K1lguuN/+d7YLv3DeDpDY7n+UtHxk8Zznx35ZR937N5/PSJpDLjaZplvu6rkugiry5dcPPx+Z6XNhiA6YvO3Lwmul3n780CGP+th1fRjP//rIxPghwFLF+lUCuCRpdGrk6HehIBSbTLInD3N7ejuVyGYeHh8UpcM9sxDh4fhva56CR1Q6SHw42DOTIDPe1OdrgbyJzfrtk0nZvaOiUosuWzhbZyeYoiwzEfQ3Z3IPPHdU4U1bXdemb2t7ebqx8cNnDjt+KC684h+sxVo52iWw5MljI2QPkaT6fly0OnLWZz1fb0tPA774FrqvrOl69ehW3t7fxW7/1W7G5uRnD4TAuLy9je3u70NbNv7wFfHNzMx4/fhzL5bJEPDYO/N7a2iqLCgCBbgjOzprnYDj5LjtNnIkNDfphA8kOxBGriGxnZyfOz89LycXgzI6bPXlcroAvvV4vZrNZkQ/GTibu4uKirD6zbNuxUHJ2hg6nRp+Fs2CmK/ILf/y2cXhL+Qa+e/UbmUE35xtMALSqqmqUQC1zlkODJOY3nU5LaQwQD6/b9ipDBwCG6M7x8XHjtSZZl01TO43sgLMOWS9zsOWA0DLmQC1nE+AJ80Bm0EUvZuBa5MBOH2DNPJ2tgH6dTqfMyWUY6AHPuD/2wSsVoTMBA/aZdxoiVw6ws3M36ON/g4YMAj3GiCgN1TQwA3IIOKAp8yMjSQKB/txud7Uow5l6B/bWPe9szXPtKx0sYaNNCwC2eWlZsBzmQIWgAdBv2lpmsFfYhhzU3pcUiHgg4MjRZj4gojMmGFIMFwKPocjAYTqdFkEg5WbG2VlkYOI0nAUzYsU4Upgwy82r8/n83h2gbUBwPqzAQjCdPaJJmHGg9I7eoKUVzkpHKQ5Ax5jp40KReT6rOzY2NspqF8+FuXJ9nh/jsdAvl6tdi7lfxKpsMZvN4uLioqTiGT8O2oaVlDqGn7HgHPguovnSwbbGXbJ6LrvSwwAAo9/GSsnfXsp/fn4ee3t78Tu/8zsxnU6j31/tCk4D9+XlZYxGo9jb24snT57E8+fPy3fD4bDslu5onuP29ra8KmKxWJQXgaIT7EbuLB8Hn6EzlhXrnLMOGL/FYhHT6bTMlz4i+kho6u73+2WrCfiNcRqNRmUpPufe3q5eZAz98jg4j94SOwr+Rhad6kfGOdfviPKrEZAvR/OUrJAT04rVUnYSPB+HbdBBtirbk+VyWfrUfNR1HbPZrKy8MtC07gBQfJ1BrjMAXO/NR53V/bLoHJrY2SET7qVDjhy5twW18MnAkXF4jzGea8Dtpmg2zsWWE1Bmh8y48majAIDcQgDdsO3+n+djI6qqajTHA4oAqw5S3KTeRusMSv23MyQZJGQ7wTPoycFu2yZCN7Yk4HqAM0kF/FkGaAZnBjsO3KGv6Whgynx5RvbrWa49Dst6xPrdiF4UwzPdB+yMrVsP2myljwcBjiKaaM8KjqGzoCAE2dAhkER6fO6+CIQExYSIPCejYwOYNgGOWAtejp5pXMyOLhsh5sVzGAc/zM37ajgrkwXdh++XBQwD7oZJKyuCBG+cIeI+jszanuuMX0SUhmxo4vIXSm2lt9E3jfKqIlLKLnk4K+Bz7+OHDXm3u2p0nUwmRR7djGnHgrHlOTj+iIitra0GvW2AiVTZToJ+AYC+n+O5cADcMTJtwYUBvSNVMqucY8NiucT4DYfDRvMxYwFIOLK1bFkfWG0GqGPncRwYNOHZzoYxBwBxBh3eGdjzRQ+d7bFjsrxad6z7NtT5Op4P8EQGndHOUfd9h5c+exzulWoDVcvlsuxi7MwNdu3y8rLQ0gDE82kDFm10MlCy4/R52cG7lynPj+dm0GYbBG0IerwgwDrN923jtRx5vg6q7ChtlwD93IMsCc+1j7Lz9bMyjfgN6Mqy5/F7Hnle+TwH/ZnOBrjYHp7lkjMBSw4CbDcNhKtqvZIZG8qBfWSBlVe+Wa8s19gdZ8cyNjDYM41NZ+uC8QHPuy8hU2Tg3m9+g4eBjyOBiHXUy99EP+whkvsIYKwdN9EtDIBA/G3jGdFM4ZE+zUbDTgZH6NcXsMGho2gzzoYI4QG8+fwM1ohSM/3y2P28bMw8Jl8P3XN5xEbJTgMQmsGin8k9DUKvrq5KGpf9YnBmuUwAz+xoIqKUUGk4xdA54rPBNW0sLwA3RyQRUUoXlLBwPm6CZmUThnt3dzeGw2Hs7e0VELC1tVXm1+124/T0NEajUXz22Wclan78+HGJTt9///04OTkp72JyloDl8dAJHuTAAHp7ztCUoIPxAR743EYTPen1emVjxqOjo9J75fKejT3P4x4RKz1jg8tOpxNvv/12Q+8M/AwG2ATUhnk6nTZ6KZg/+upS9+XlZdlAlGxellOea/vAbzfpQmMcAZ85OOHdTfP5vNHDhhHPwZLvw0q+XJ5o0+WsvwRn0I/sAPoVEWWvGHiXwQV21c4qBxS2I472c/DqIAygi/1C/gzIAJjQnedQCsVmua/Q48I+ZPDolbe2q4zXWQ6ehS4yL5er0A9n8ra3t8u7FKGt9THbRmesHFxZju2DsLG2Wba5Bql5fl55Zv/K2NmXiuw8PLJstgEIB78Z1Brc2qcwV+bFvTOdOI/rHGDn/i90FRnBhuWyr+1LXa97Vb/seBDgKGIdRVs4KBfAaKekcZ4wAOBkB4ZzH41GcXZ2VgiL4F9eXjaWNJugNgYIlJXeGQvAEe+4mc/XS7wzus8ZAIyhGwgxCjnKahNUHPiXZQ0QKurhPt8K1mZwURa/zNS1/7Y9LziYA8/0hon093Q665USNooZhEIrO5br6+vyolsOb1JomjIfVj7xP0rqVTKsaPTcAGHc36VE0spkV5C1i4uL+Pzzz8tLcnHae3t7cXV1Vd6ldnR0FJPJJGazWQyHw8Y75I6OjuL09DSOjo5KhoVxAtwxBjZGPjwH5BMeAMyhDToXEcXJf+c734nvf//7xTGxagpdcAob4+QoG+dxfHwc0+k0FovVMnC/n848tvGzU8KoOXvKvDG6LjXW9WqJ9Zs3b4qT8JJj08Yy7GwBemPHYRpjs1gVs7e3F9vb2wXY8qbzbrcbBwcHDQDhoMRHWzBFWRdAY2fjYMBjIwPJvch+Otp24Elf12KxuLN5Ze7TwRbYSfszZ0uhkzMHOcNlG8+8kHfGAv9cZreN4Fo3czN2f8535rlBY1WtenDqui7lanwGm2Byb5b6Yxfy9hhtmTXoaluHXkbcDWZNY9tFg3onE8hmGWBbJ+CLV4gh67YjOYAHnDoQQl5yoGJQE7Fu/7AcMVd8su0Hc3Wgnhfs8BkVG/yR/Z5BsOcCz/9/8eJZFMOGwooW0dzO3Kt2TEzKLZeXl6XR01Gsd92FuBDPDG4TRv7PhhRnHLFitt/llh29GessR36mgUI+fK7H1AbETFvOcUo0Z2Tum6tRuw/fy/TyfTnHS6JzWZBzDEQN4hxd+dk5CsTpsULKGRb4xTh9YJABSjRfelM690iZtgbQZMZwmpeXl6Uc55LSYrEo/V+Xl5fx9ttvl34BgH23243d3d3S53N7e1sWGSCrLr85VYx+EB0iAwYa7tfiec7cbm9vx8nJSXz88ceNyJ3fjvgsf9Zb5k2mgsMZSRu0LH92ltzbjs1BSu6rAEAytnyv+3TFBttzgq52aAYE3Iv9f7gXNoasNvLsZ2f98Xfz+TyePXtWllfnshP8xNDT+3h1ddVwgPxGr9p0nXFmWti5IjPokuXOchWxjugpH2XwnmUnl1gMgrH95lsOoHxf+47sS6AH9zFgNcgh8EGW6rr53rLlclm278g8xGm7P8d2x3JnO5bLj7nE5M9NQ9OE5/lZpkXbPdro6HtyXn5OtqW22Zzj7Kp1xmVAgz3reLYxBkIZmLv1JNOU37aZplE+Hgw4ioiGgLqHwEhwc3OzYWSMZnGgi8Vqn5nJZBLj8TgODw8bby2nrwOC4vgglGvGEc2VBTZcCDFN2VYkGgYtTNzL93SaEOHAgFtAsuA66rKx9Jg9bg5vf9CmhFzr1KZTrvkaAE+uQSPgTnt7o0Q+9/f8j0Nxti6XRM0rwITHZ7Cb+8msnAZlKA4Gr67rBphgfqTPicRRNsoolEgpG3U6nTg+Po69vb2YzWaxtbUVR0dH0el0Yn9/P7a3t8v4cchEozi/2WwW0+k0Xr16FYeHh1HX66jWDsm8Na/sIMn+QBdvsIcj7vf7cXx8HDc3N/HjH/+4gBw39RJ58UzuU9d1yX55RUxElN4qp/vZbJJsJDJlB8a52IDRaHSn2ZZsDc3+XmGWddcHc7dOIdveMThvPGq6W/a8w7B7nZhzdkQOyNqAGgtILNfcG9DMruzL5bLsZcQ1zGM0GpWNQDnXunB8fFwy9e47gYZeiIDOOEhlfBsbG9Hv94suYXNZ1ceKS2hm2SQoilgv5zewICviQMhZIesBABxZYvwAG/TfDjLLAmNCNwD0ZOyYGyuS0UvGRYDl9gye6yAYO3Vf8Mm1ljM7/wxQoEO2r9hW7pcP5m7/6iDWekTgcR8QzT6vbS7QzC91d19hLpPi55E7z91g3Xv0GVxlkJqztj4eDDgi0vGmYETKw+GwkVY3evfBpBFOFBJDbyZX1WqzNnaZRUn57fSi66T8dqaIZu+6rkutP6L5VmEExhkh99pYWWEi97fhtEK0ofkcUUc0FQPjYiOfoxkfjN11/uwg2iLBDNSWy1VJlBV5jx49Kv0zWWB7vV7ZDdURB8aOw2Uxz8MGzj0tOYKgNIYBMP83Njbi9PS0EY0zX2ejSKtzDXwnwwPP+WHp+/vvv192bl8ul/Hpp59Gp9OJ169fx5MnT2Jraysmk0nJ/Dx9+rQYYOTN72cii0PWlBIvNDBQZ6f2x48fl72KIqL0FP3iF79oyIYzKG6Shg7M3dcADr2ikHI3n8G/8XhclvvjJOAzTsmGF7rnniBvOkh2Gf2/jxZZ5/nbQM9j4G/bEQcgbN8QsXZQ6DfOJB8OJLKjqeu6bOQ3HA5je3s7jo6OChDBWfAKGjsAAK1tCWNkI1yibcYBkGIM3W43RqNRo+TjDH7O8rD5IPbx9va28WJZ7sHYrfMGm1yLTQSM+ADAuScoB3XIquUt08Vgz7S3HHW7q93bAeAsYrFs8mwCm4i4895O6JSzOAZgBvHIgzPb9k9th4Nb093fu0zm8Vj+bO/hQw7COSzr/G8fip0kQcH8MjC2b/Nvgzb4wbgBQL7ePtT84Vz4lGnj48GAo6urq1LnRxlhCEYTJJnLQhHtDj4LLkIGQVE2Mz072oh11O3eCO5DytQZk4y682HDk5lYVVVxgjY8FkqDojaQlJ9lwOQsTwZVbVGLSy92xp4fmZIMlPI4raxHR0flvjg5AyGyM260i2hGq/CTFXDmoZXUK9uyscGoWgmzMppGNix5+SpKi5zkTAA8967uXi3T6axeCcGS/2fPnsXOzk6hA/1tnruNa8S6/4n7+TsAJkafAMENr5Zz5nJzc1Mytu6l4/UQzL2t98hyZmB0fHxcdP36+roApOl0Gsvl+hU5eWWQnUPOrGbDnaNa+ORzbKgBR3zvjKHlJhtl98dYZ3yOx5p1zH1Vng/6sru7W0C2X3rNeACwyLTBrO2c7Qw0cUbV8u2+Hsu0QSOOynugsXwcnQRE2M4BYjqdTuMVHG2BmW2lgVy2hc4AOLvsBROZBrksnzMxPNfgyf1P3C+DGM7BLhrw2Qbn8rZXbXqOPMdZMctkm4/hPKov3l2a36aJM01tfPCY7gvCDXYz35DPfr/fyKJBA4I7P8PPzj6KDKUBd9Z/PjNQ9nfo5n3HgwBHdV2XfUTYGA9n7AijrtcZoywYKCCljtlsVgSjqlb7Ujj16Wfm6LANfDn6sLG1I7WCmDE2DER0nU4n3rx5Uxp1URYrWwZ+Oe3fBkYy4OHI19yH2n0/hNnon7q75wiQ8dg8hrqui6GkXOoojt2R8/yGw2HjRaeOGiLWgI3l8lZcslIonpXMGQTzGT4aXGCQvZ+RHXYGVovFomyWuFwuS5Mr19EUz3x6vV7jvVmM7+zsLH76059GVa3KkO+880553nA4LHsGMXYMHArvxleePZ/PS0lzd3e3UfJjV1wyttABXuS9eW5vb0sWDKC1s7NT9AjQZ9DIQXaYc+fzefzoRz+Kfr8ff/AHfxAffvhh/OQnP2kEN4zD2QHzHN2xTloWvReL6eJVSRjzDKCGw2HZnRyDzvwmk0lERHmVCnJBzxPnRzQbQe1c/G667Pj6/X4pmcGf7e3tkpl0wIGd4TNnb9hWpKqq1g05nXGBJ8gW83KPR1VVJbtaVev3PJLtJesPLZElviPQ7fV6jT1vAAh8jn3JQeTV1VUjm8tzyKwaCBAEoFu93vp9lIBS23DbAoLffr8fn3/+edl3i1IezzTApKWCgCEDKPPXW844IDPYa/MF2bZnkMfnjA3Z9nOgpfUKWXCQn8ERtIUntq9cz29oh72LiEI3A0QnQ9wm4V4z6yrbn3D4PqYdPHXZ3q0Atkv5eBDgKKK5TwPLhl33RmEzcjUShlkQFQNMapjNDOkFQTHIWnA/CyCMjmguF7XA8bfBkAXV9+C+GFMijel0WpTSZQVnB5wFazvuAyccOb2ehb7tsCLRM+Hn2xE5VW0aOBLPdXl4aiDCNXauEes0u8eUlZzD0Sg8cBnCBs30gY/cw7Jh2SMihCaeG7TNgA9D6Hd9mc5u9sVw3tzclKX9k8kkptNpTCaTWC6X8fLlyzIuZ0SdMndEyOpAf0bTrlcnEZEZ9Fq2oUd+bxjBC2U9+sEwttkQY8gwfMPhME5OTsrWBs4SOCNjPvi3ZcCbR+JwcL7O2JpeOWtkgODnwl8DWgcK5q8zTVl/oQn9ipZ1B1/WtbquSzbGpX0HZ+7VBNSaV355t+/t1Ue8Ad0A2YEQvIae3rbE9tGyTW+Z94SCfwAvvyCc79yX43lyb5fbLKsEK7ZJBu3Q2NtlQDsvxLA+OwvIvW3jrQ8GWdYbAyCAXRtw537ZjpoWphP3hgbYVuhr2eM+PM/y5gxOm6+xTDpY4f5twYvlzTrlebq0CGA2PU1Dt9WgC86UO2g1jdrk/r7jwYCjiPXSb5yIJ58zAxmIcB5GlGicng47VJyOowsTNAuEGWh0j8Lwna/LPRPcBwOTm1mPj4/LnjiLxeLOCyLN0HzkaCQLk41nbsbLEUcbmOJ8IjD6FXxAU9/T16I8NBHf3t6W5bKdzmoZMWDRSgFfNjY2ynL6iPU+R8vlskT17u3huW64dknLGcQcPTjCPD4+jm63W6J3lxqWy2V5fQdlUAMMDIcjbvYIMo150z3nuQ7OyqPlchlHR0ext7cXh4eHDfnx/jCMHcO9s7PTiB6hf0SzF42/kbs2mWdbDAwRmVfO847uZCk8TvQG587h5srXr183yhgR0XhlhbOOGNMcIJHGHwwGcXR01Fht5DKHGz+zU4U33JM9mtw3hC5nO+CGfV4rYtAJ2LVOff3rX48f/ehHRcbJnHj+lBIMPKADwAMne3t7WzKv9EAZfPvHdMwAiUUG7ovKpSbz2kEi59E3R/bAFQHk2wFHxNr5dbvdsss5mSiDCEpmtnHwBnBg/UAfnbl09og5EoAgA5xPjyrbw7ivJgNadI3+SfsN0zLLsoGW9dQgnTlb5nPmnTlDJw77Fdshrs2tF23Aqy0osS0gGLO+IpskPbxAge/dk4ucu+QGTziPv6FZG1C27PO5Afd9x4MBR97h1ZERguksghmZwQyM83LLjY2N2N/fj+VyWV4MakGPuBtx2EA6/cczHMXxnaNhGMf9nLXA2H3nO9+J58+fx+HhYVllQ1TnlQv5uT7y/zYSOcNigJUVsC1CwMBErEshbefgeDCsVhLu7RUybFHvHcWvrq4KKHYUyhwoP9IDQ3+a9/OA5m66ZcwovKMt//gaeIaD4tUXjjowquy74jQ09zfgZgx2bE4B52ZdrrfhxdANBoOyeIEDcOqsAQCB+/ka9AIH4ayf91PKsmKnw9wwvi4L22DinNgPzL0W3BPDaJqcn5/HcDhslB5yXxeGsQ3YE/0jwzgInkF2muwKiwU4t6rWu3fjyHIE7qwJYwTAGOQyjrOzswLsedbNzU384Ac/aKwkYz5+OzxA3DLqTKBBqIGyyxHQ0A7XmTX4gFzYduUgk5VYthMGXZQ+4Ivffeho37rO/+6hclM3OrG5uVno7OwWvLD9c1YaMEXvVsR6sQb/O9hB3xx0ABjbHDE6hdzzvM3NzdJHB98JMLJd4ruc4QDA5c+9EWvOSjmxwN+czzxt13gG7ROWD4/dNj4nKXJmraqqsg8YARrPoISGHhjwcM/8eisHQvhTgJhtVfZ9dV2XLO1yuWwsnmo77v/mN3y0GeYsBP7JgCE7ZO6Fkrc1jMKsNiTe9ttHZlQGMhn1M0aceUTE06dP4/z8PP74j/84vvOd7xSFtVFtS4Pmw8/3/yizlS/fqy2SzPe2oNsJ5Wxebjz0YQE1rT12nLsVg+8wkGQiACZuEM0g2RmTNmCUFYjDafGIKO8xYw4ZWObUvWUgR5PuEWEsHi9jwbnyvLZnmsac654hAIv5A8jCsBNF8xyyE440c3aG68nGmea5ydV8dP+gZcBRHU6vruvyrj0HMM7QeE42cozDPRbmE88kO4KewB8cnxugDQD9bNsdzjPNnH3w/S1nEXcXHrBZY7/fj+l0GtPpNHZ2dgoY58f6yLhwPgSbbvZ2hO1eG+Quyyp/s+qPeTr7ljPVmYY4ROSLTJADR8YLDUxny72zndkecZ0zQ+YJdoWxc753sOde7pFCVjLwz9lKy2kGrR579jtZt304S5dtvO/p8eZMDtebduiD72NZzf4hH7YJHlMbILGMYNfomeMAsCEjWQbst80HfweYxeeZBj7P4/MY8vEgMkdEVYPBIPr9fomsItYo3s6Ca/htY2wj73o4ZRFS63ZOdg4QMBswZ0RyP4TROQbUGST+xyBx/OM//mN885vfjLfeeiuePHkSz549i69//evxN3/zN60pUkdEBhWeu8/PgI7PsuBnEOrnkep2JoMGVTtMaJX/z3yOiFLaoknWRoXXHVgOMvhzo+Pm5mbpmXEmwql2ols7K4wetHN2wQrDLtHMzU2muYm9rtclLpyDozquwWGh0Dkit7N2CtxRnAGWeWXDuLe3F4PBoDT6djrrJfc8ixJMWx+dDQyfMxfAB8/MQCT/PxgM4tGjR4UX8Nx6lo0ieuZIEj2Cl2zzQRM6hhFZqqp15so67JIdq2PhM8/09TbcjNOl5Fyygk/OehnQ5sDLY+Po9/uxs7NTMm7oDK9DsqO3U6Q0T9nHDfocZK+5D2O7vLxsBCeAUfjjrJJ1Mu9wDI/Iurh8Sf8R+oEck+VkLAbCZBjwA8wpl0ZNB+s9PHfZzg3hAHJkCVkgy5TBPHLC+HIgxDmMFzviZnTrl52+AZeDtpw5sq55bjTFG2z7fOY1n89LxYbsFhlVz6tNNi03uZnbWWRnl9E13iAwHo8bq1INKMlccc8czPI5dKIVwIGkbZBlwPdqq4ZwPAhw5OwABPLqC4xUFhombqWMWKNaeiIwUESCgKOMemFojoat+B6vDR6M8gtQGStjsiNlXB999FH8+Mc/jslkEn/yJ38S3/ve94qAOeXpKDOPIc8j0zYLtseQMyF2ujaazM9lIiLC7JRQvjbFzJGEy5UR6xJcp9OJra2tODk5KdfZ0HkjOJTDfRGuUTtKzTRgHHa4RLwoaF3XcX5+3gDUng9/04tFhG3FY5z5fyu+X+sATwCCjgxZIeUVa/DI8lvXdbx+/bpkP6jdW5Zp/se4UNoC/ORSIOnw5XL9dBYRAAAgAElEQVRZnEYGIOzPBC14p9nJyUnJ/DmqRU8Xi9VKFRq5WfpPnxYGHT6zDUCvt3r3G6+SWS6XpdfGxtFlP4ALWYzFYvVKE5wF8m4D68wCMp5BhOWqrutGJhx5gjY5OHHQErHqq/v000/jvffea6zMilhvgYFMcs+IteOv67rMD1rnLFHOTGNvkTmeZftlW4fMuHeGvhLOd/mLe3IP6JGdI07XwanH4qyYaQndmTPnGzQ5ELIjB3zgf1jZBC2pRDhIsBy3OVsDtmwPmL+zjP4eOWLMBDeeK987u5SDSdPDQQmgxHJt2mA77wu484uhoXdb4A4tnTRwmRi9RLdzdo6xsH0IY+J8/nbw4myp58c5GQPk40GAo4hm41dmrP925JU/gyBGnAgNjZFegZKBRETcAWZmnK/JY3X2pg2g2BDyvR3f9fV1/P3f/32jjHAfHSKau5C2zaPtMNDymHB+mb6ev52CgRnZA/7PNMrOgvMy4MwHmRDXiDnfTh5DxX0d7XjOmU/cDyPj6IfnM24c930g1caUKJdzs7H2vQ0kccQY/cwrFJ8xuXEx05pxRawMxsXFRYxGo2IMPQ43+8IXjwuQzrMtK7k8yrhyKQ+n6aXuzIN7UiolgHnnnXcay+ett9CPrCFRr8tfbDMQEQ0Ql+1Hr9crpW6cLiv1nPmzHJvGnrsduGmD87U9yjzLvwlSPD+ApYFS3n/IYNtzpSHaMptl0frf5nhtC+z0LJcOkAxGoYsznNkOQUcAsDdb5f4ZxGR+ei7M0/bUesH//X6/lP2cWSaT4nOzzYIOyLx9BbqAfed806mum6Udy0GbT8n8bUsUtNEBHTOdeQ688H3aspw+TP+2PmDGCnix7cmZHYBwDq7Na88jy7b1M4Nkg1fLRBvWyMeDAEcZ4LjJMqJZ38xC6OyMhYX/r6+vy8qDs7OzkjZGYFFUG30cgsfkjITH4GeZEaRSI5q7nxp8YViYi1c8ZWX3OPw8A5estJmubdeYB/lvz6eq1m/WdtqdueQUZjakVnALeV3XZdkwSmp69Xq9xq7DXJuVGbpmZTIQyiDPES8KQ5NgjtygA/fnehwqmSVeO8J5NmI+cp8PcyN7xGcYHi9Nj1jvxMz5pmeOlABHGfy9ePEi5vN5jMfjRqOxna/5ZodGSQmQC58AiWR9rq+vG7sxA17gL2XuyWQSOzs7BZA8efIkPvzww3jx4kU8f/68UcLC0dAszzz97iuAKrzgZbA0PJu2vV7vTgnXKye5pzMbzgS4nGs9xSEhr+4vaQu0cjYFsHx4eBgbGxsxHA5jNpvFs2fP4uTkJF69etXoyzAoNbhxmRT54MjOjLFQ+l4u16XLLJfoqXWOeZOJdJsBn1HOwT5DD/PGNtZgDLuJPYJ/zm5ioxwgMT+ewzj9VobNzc0SnBJM+O0H2SfxLMuCdRT7SGkO+8L47XN8b9M563J+NvzOskUWNttnvuf/7GOhbwb9fI9+epyZ9uYh29R4cQQZOO9eX1VVyXJ6JSc2leczHwetPNOVA9PHegmt3Sx/3/EgwFE2CHaATtPZGFtZcHA2DAgHUTxCTy8LguYejGwksmAYkDllFxF3BJwjZyRgMMKE0eWzvALC17Xd88vQfQZIbYCJ31YO8yCPA6Xt9/tlryZHIQYCKKxT6VZAI3xnQ3i+G6pdZuRzxobcuB/Fius0agZu/HYGzE5zNBrFeDwur5+B/sx3sViU5lnmjOyZJ9DQPRyMzU6ADIGjSgNS88qy1yYrnH96ehqLxSKePXtWSswEChFR3g1o4A4/yG46mjdd3X/nLEZVrVeZuAcFGtV1HUdHR3F9fR3T6TQePXoU0+m0OM03b96U18387u/+bqETmZ7b29t4/fp1/PCHP4zRaBQ7Ozvx6aefluyKS/HsvcRS8qpavXW9qqpGhojUv0Gg5QTa5n2MMm9tuyLWzdU8G9DA/dr0lvujK5SexuNxTCaTGI1G8fnnn8dkMolOp1PAnMunjNPZmgwQ7diYD+PiGlaIti2CYC7OuMArgj9Kt3ZcvOoFMO59mKCHA9QcpDhr6JINAYvl3xkwSsK2H84WwnNe8OtgLesWdgOnboBV13VZgQuQw8bnfle/yJpxWhba9NurGOEdOmoQ6YDTNtG0ccnNoA25yVljwDB9egZIPMO8yz6Cagm77kdEnJ6elmCV1hcADPPwuyDto3kWpVzbemepmEPOit13PAhwlB1WBgm57u9rMlLkIC3qyC07fASa821MHZEZlecIkcOOLmKd5ubvNiHK4+J5OS3PYeCRU5o2vKarj5wx4nn5PMaXXxfC+Tnd6dKWgRfn5zSp5wFfeSbPj4hGxGZnnXnO9QZiVgDul7M3OXNjQ5R7oQABnp9pnjNAbWAly68Nrw2X+QkQNu2YM3S3Mc088P8R0QgKHJEaVMJTjDfjZCyc6ywa8sVzT09PS8bL42Dcp6enpaF2a2srFotFHB8fx/Pnz2MwGMQ777xTDCLgguAGegAMoMHW1lYBHezcjFywXD8HH85QAkIAGN6vyMDOsuJ5O2jiwHnnxSTWD+uX7ZD1Ezt0dnYWu7u7MZ1OIyIaUTUr76Axy5sBRS4fAeLvK035/9ybgR44wDGd+MGpeYsBeIWMO9tlm+5nMg4HwLaZtpXw0rxwcJ0BiccfsW5u5nrmhT1kPJZl9zVxAPrQETIiBqboSj4M6LLtbQtuHawRsJkPjMeN19AqP7OqqkZmyOU/67ntVw5GbT9zgsEZKMs+z8TGGNxk++YeOtPBMhFxd2Nd89T+6L7jQYCjiLXgk3JFeZfL9Wojp8EyQIHgGFCMsldpcH9nNnBOPN+NrwY8udEu70OEAKEo/DZytYFEEI3M6dzHAeQDReNv7mNglSObDK78t5XHANWKboG/D5B4PHbifG4nYDDaNi8/x1kVK7Ln5X4YIg5vpujf/M3YLU9EoR47UbPBIHO3sSBLBM+dsr4vbWtDZ4DrZnjzJWJtBAFFOzs7cXBwcGdfIl/DeKqqiv39/RgOhwVkjsfjUu5wRIgDJdtBpM7Y+N5BhFf3cJhOAJOqWmWUDg8PYzablZVYV1dXcXp6GgcHB1FVVbx8+TKePXsW77//fjx69KiAo42NjTg+Pm68GPji4iJOTk7K+CmLdDqd8tJWZ7e8UzNZJugPmLHMe6O6iCj7o9HQnXUQu0IJwTswZ1CUgxnzzTq0tbUVvd7q9RwvXryI4XAY77//fiwWq80RcbycE7HeysROhOwfvHO/oGXI1/AdusUrgOp63WyNTJrWfMfqKe5fVVXpA7NuOxBywOVrCTTdh4gdzcGky8kuAcJ3sloOmvEhLmEZWNi5u82Aty74XgAkLw7gGc6Ce+6eb5YVAhMH3vympOwMpYEfsuYMo20KNtM9j/DCPtP/28c5YMrgyEE2K9Lrui476fv6iJU99Z5HZIzcBmHglYM7AyRsE/fmdU7wNPt1Hw8GHBkl2vnm5d5ZATlgCmUDRymOTvjMhhDBgWkmmK+DIURgOWq384chjkTzYUSdnWmOpiLWb6FGIPKzrVT+zfdtzzRgQvDdGOdzoGlOzeIo3Kfh1LszIhhlb9EA3QyMDD7sfJgTSuJMFDv69vv9GI1GZR6ATWQJI4nDZXykeDmPhnAbRM/HQAhnbHrn3jGDBYM6X4eit0VszNdp/slk0nDIOQtQVet9b0iDQ2MyNsvlMj788MPo9/txeHgYe3t7RZeqat13wfgAB/RmQQeXtDB4OVvHOJ88eVJ0FdlC9rrdblxdXcXHH38cJycn8Yd/+IfFEdf1uqw1HA5LP2FENDI9jDU7zKqqCohwz4qzIbZBGTQYbPpZ7IBsWYJ2PiwPbf/7c/i/sbERg8EgXrx4ER9//HH83u/9XmxtbZVrAf8HBwcxHA6LA6L86ICFeeOw0C3LNTTLAVJdr1ZtogfOKlo2ucYZGgd89KLZprNhpIPHvFQ+Iko2BoAGjZyRd58Nq1qdMev3V6+qoa+KA3pR9uE3c6JXyRmUTqcTFxcXcX5+Xhw48smrf6wfAFPmZVvtvx0YWu4AVG5Bsf47O+N7OiiFT5SQAU22834Lgv2yZShnaZAlbK2DUPhBJpGx01/EHnbIFP7YrRXmLd91Op1ihzgP++hnu8/LbQLmfz4eBDjKwAjFY5IoRL/fL/0TdtA5ZUfGKEexZqZBUI4MMgo2YLEidjqdEhVBeL6LuBuF2RC2gR9HngYvNgzcD8a6xuwXwzKHzPw2g2+atAGnnL7Eofpe0CNHGb6HacP9fQ/ujUKQAchKyL0QdKd5bbiJ6OygbWRsXE1/9z/g8KE/JRLfj/nZmdjxZJ5zvdPD0MoRVFva2NFRXdfF6J+dnd3JHNlAOoODbOPA6nrV/8PKQBo5XUJymTFHcaYd8+feBu2dzmobAoKATEcbegD3YrFa5cauxPDE43D21aDU/MgZZ8YW0XR6OSJvOzjPAMZyA32Zo3mRr8kBStu5yBHlxf39/aIXvBvv/Pw8JpNJXF1dlSxTRNyh8XK5XhnoLEHODOQx3QficMr5ZaLmh+2hs7DwBtBuW2HHz7gBTA6i2gAdMk5mGLDiBRscWcf4DP46eHbjN2AeWeC+3rcJObcPARzkdgj+/jLZw54DDuAL93JwZBvC+Nrsr+1qvl+WUfTNm6HaH3IfaEHgAa1y8GvgORgM4vT0tDRg5xYG5MdyZ1Bv/nEu9Ldfc8BiuW87HgQ4ilg3cyLcJqQN+nQ6LdEfxshRNillmJKjb5TIZS4LBvfDaWSBirjboMyYYTYKaXDFGN034zFkh8ZzbOiNenmuNzqz4TVwtHJCY9MmK1JWCgsaDY1WKjtDBM+lCJ7HfJ2xQ9Fz2QXBJ0tnsIsyeAdoO726ruPk5KQ4gQyykancn0SUiUwQ6WEU6OlwhIMxQVlNc+jp7AK0Ml0yGEfeLi4uSrYEMNKWLdza2moAJINeADybQVrWHZAcHh4WAwud/boPQCFZieVyWVZ4MR8yMi6L2wBOp9OGU0MXeC4Zu9lsVpz/s2fPYm9vr9CJPhqaOZ8+fRrL5TI+++yzhhwjr4zVoLrT6cTx8XEMh8NGVg7gwBidCbLxzTSMiIYMAFoMTM2XXzdY8jOh01/8xV9Er9eL58+fx83NTZydnZUslRt+2zLu7g/JdtVz9tgM2nH6ZOjQ58lk0sjk2i4AEL3TuDdCtK6YDovFevuCum7ulVRVVezu7pbxkHXwtYA/6xYBExkty+hgMCjBZZaJzDsDHnjkzUjRV2dQkSVsgYEvtMzykB23gyufmzNs0BQ/wP0ty85Mkf1i/7SIVfmJeaLn2FCCJ2cHscemF6XEXq9XVv9lPby6uorpdFp44XIpsuSgnMPyaBvq0qevY+4szGLsLAxoOx4MOIq4uxs1pY9sNCAsZRCW52OcTRwjYJdZIDwODwPgMaAcKBDfud+IZ6EY3tSK5juYQQ8CzHdPgJG3o1xHXfTF1HVd7m2hoL8iR2gWjjzunEkyIOX+jtb4nJQz28AbzEAHr8RjaTdCXVVVMZgW7k6nU5zr7e36nUqO9J31mc/n5f1Ypp3PhyZEeQaGyJP/piQB36ARgBd5Wy6XxUGx+yvgHfmFrozD4IZxOqpyhMe8ctbGxs+6Y6BoucEhnZ2dxfb2diMS5D7okp2UHbZ76ep6lYanpEU5xPeA1xcXF6XO7/FDc4zr5uZmbG1tlczV1dVVfOtb34q33norPv/883I/5P/y8jLOzs5iMBjEW2+9FW/evLkDUjOAydmBm5ub0i+WHaqzt77ewQk7xePII9bZiZOTkwbfTVv0C7sBn3KQ4oOVff/yL/8SX/3qV2M2m8U//dM/xfX1dezu7sajR49iMBjEZDKJg4ODhi5wLzI05pEDxNygy0FWCBuHnLIEPoNI76lVVVXZ3gKglAOa7Mx4JsEv79fzFg4GoowL2+w53N7exvHxcVTV+uXB8/m8BNdkXnH88MKvMkJWCIoMIJEPLxTB1ls3Od8vzDY4gl7QgedYZswjQAS8dEbM9g3asBoMoGl/FbHuGYW+vDIJP4NuYWdns1n52+8SpMdquVyWnefRjawHAMWTk5NirxkXu/rjR6tqncWjiuTMe5Zb6OkA2Ift7X3HgwFHzkaA/vg8Yp1FsaFyeQdlZ7LZyEfcbQ42gnb2CeH2vbOh9Hh9P2dt/B1jMXJGCe6LFn34cxSazx3Z5etzet/XQA83AdtAW3k9Rs8JWnmDP0dXnG++OiKgrwdBvb29LbsUA2Rz9M/hMTgSyMDIDXumPUbZ4Nh0IEvCgdPEcME/5M7ylTOBGRRxuJHZ9IY+bhbOIN/jMNCGh8gyGwfacOSsoOUJ+tGDwbNxgI4e3cNlh4BDcXbIWTPPkQzofL7e9PDp06extbUVp6ensb293ciMYDB5ietisXpp7OnpaUOX7TSsF+Y9wRfnO6ptM7rOOLKSDvlxc3mWAQd2OWuQna31LWcT/uiP/ii63W7827/9W6EjOw3X9fo9dQZYDnhc8rEeWQ5y9hi95XOe63ekQXN0AGfJ/Zw15nBWC6DuzJOfx27w2AI3HjtL3VZass5iDwymhsNhAb0uFzu73VY9YC5twaz1mvlxnktGDq7hn/liObA94fltCQX7MuujPzcoY84ErDRAdzqdRh+YZYMyNzoGnyhx2xc7COB9gdyfz5whh3bQyE3kObvOc50Z43BiwDIM7Shv3nc8GHCUmX15edmoY/Pb6UdHHKBJG3NnPOxona1x9GqwYuBgA4EA21G4JIgg2SHbQZMZobEV49zWPMphQ+VsTMR6RUh2OIzPNWrGle9pw+3P4Uvu63AmA75cXl7GbDaLbrdbnIYjMRyGs2vQjHO9lwq/aUbFcTqdylhZ5TcYDMorJQySPQ5o7MiDLIDvi+F3RHZyclL2A0JBiT6JkPncPHe2jQP5s5HityPQwWBwZxk683bvDdGeS7vdbreUnzIYbKvTm58RUUppANZcbkAXqqoq4AxHSNRPs+RoNCrggayjMw77+/sNvfr4449jf38/6nrVBAzPyCLA3/Pz85LlgyY2ls6eGHjwm7Egn8gXMsq9oJ9LJ25iZZzcy/IGvxkHNLSsZKNuEBKxKkleX1/HT37yk/I338/n8zg4OIjT09N49OhRw7E4UDNYsr3JdLIsOnhw8Gh6sokrNGePoOVy2cj+Qr9+v1+yOGdnZ8VOcj/owZ5X9KIwftsil4Fd5sJW4KjRgYgoemFZ5LnYGcYMHaCBAVYOZMiSIMPYHnjLNcPh8A6ANoi0HfaRA87MGwfC1nWP0Yefhz3Ef3J/2ywnJ/DP6BuLOywnXnwDiPWiF+gPr8/OzkqJlOvqui6rkJ3x2tzcbLTVeOVZttvGCdZnZOS+40GBI5jplGJ2GignTDRo8ZJRjDalAAs3CoNzockMAeXeRpr8wFQTHyZmgbbguwyFAORI3+lQ5uzfzJeVBDgD08qRzubmZlliaoWxsGTDbF5YabOi8hnNylVVlbKejY+VPl+HoLvPgzli0NiSgWWfNup5bC6xQXOnVuFbBtcANK6hDEQ5MGIVvVxcXMTl5WVZWk4flKMTZAljlY2oM07wKkcvjpoBticnJ2UsVnrmwvL0Xq/X4APP8w7kbZF15j20qus6jo+Pi15mQMccmTe0Qie8r8vBwUEjWjPQ+Oyzz8o9nLY3yF8sVq9Cefz4cZEvyi2OGhkj42lzZswfGae/hbnAe7ILjszz9g6AZGiStxGxs2nLyORsEXLtrGRExLvvvht//ud/Hvv7+/H973+/MY/Dw8P48MMPo9Np7gBtOWJ+tjOOwm2LbHsIaJAvgxHspcuQ6Bi/ndEh4EU3vWIql3ZwevQORjT3UnIJNWcdmL/tIosBbm9v7/SEOfPJ/ByY+4fv+NtAF1llrPDDNLVNApCb7s7kW9/a7LV9jntR0X/eW2j5c/BGj26/v3rlDlt98JmBnn2AA3/zHrvtFWEODnPwDZgk6+t7A66REews20ngCxgjOmifTxCDLUO/fp3j/lbt3/BhVOsoIhtyiGBmo5wIUxZiAwI7Fg6UFSOH4pGlacuseFzZyLQpk7Mum5ubpYEvO0KPqY0mGQSRNcpRgRWB/51q97V5Hr4XitE2BmgDXRaLRdk128+KaL7k0fTKyB0nTJMkxoLfLplZPiKiAaoYb+6jwGibxuZvxLr5NWLdu2RD4NRxLhuZdm1A17RnTJlvHivn23HkaxinXzA7Go1iMBiUzFG/3y9A1gbfY8qGH14bRCEzyIAzWqYh8sBc6fFwyRrHwI+fYTnAObucxb0p8fE3Dgk+wj9nD6En+of+4LiZAyDIThRZNJ8img2v3MO0s02DThmM5ADE15Gd+dM//dP4/d///TuBAQ339Gpke+TnZBvp53zZD/yBxg4CfJ5tk+eG7XY50uUuxgUgdBbQIBHeuF+KHwC2M8cEYJYfMqKMj/O8X1EOWpEXaJhtJjIf0ewNhL62xeaDf/MMZD/b1+wnzLs20GTa2A9yT8u4eTaZTMoeRNwnB1EAFXSWINcreh3g8VzOz/1uyMNoNGq0KqArZMW843rE2ka30dJjt91rC/jz8aAyRxxMgromh5mKUiHgKBFNexhVC6edoZUOJchv8YaQruc7cjKhvYLD83EUg0FhxRfZHYQpC38b8zJ4cYo7R1KM13tCoQCmS+4Xyc/zPTPIdMSUQQbzd0+RAUZEs9mT8fD7+Pi4MRYUhYbd7KQ6nU7Zgwel93vSXHLq9Varz9gPiWZ+sk+9Xi/29/cbbzXf3t5u7GdDRocMiMtazoZ5fm1RGPS7ubmJ4+PjmM1mZSx2EH4nUZYFA7Xt7e3S+AlgcMSdAWkeC+OsqruNqZZleOKI1jpq8ARAmkwmJbsVESUl//Tp07i4uCj3pQeBUib70kwmk8YKwojVfk0AcjKzDiLQQRtIVu4xBq7PBj5nIuyE6npddrCdwvm2gSj/zXNzkARPDBQPDg5ib28v/uqv/iqWy2V8+umnjc04r6+v44c//GHjlUmZx8hhtgfeBDTPj8PvocSxuIfFYBc9zVkx5oxj5NpctiSLb0CMbl1dXTXKpgbV7iuBNwaR+/v7RX+xO+fn543slWljUOIMDvqGk7ascR10to/h/YjuZeI8V0tySdg6lfXTII7x87zcX8Z9oL19ADpHxnQ0GsXFxUUB2xFRNhplcQ1BC4tyyOhAL+wYZXYAzng8jl6vVxYtoM9vvfVWqarkjD/657IhcuZSIMB9Pp8X2551yiXzL8siPRhw5MMKh+O2USeL4HQen8NwpxgjomHYbLjJaFCS475O/2MUEGDvZQHTQK8GTgg5BgBnYyXCOLIrqLM5dq4Z3DlayBmQiKYi+B6OhnLmxg6ce7SBRUeKOUJFMdnJuNNZr2ZwWh4DZ+fL/dxYboPgyAXQ07YLMAbC9X4bHgAjZceqWr1ri+bDul71jxgYMb7JZNJQxsViUVbXHR0dFXpS+rHyOWuWeYgRZh+bfr8fs9msGBrkBx67/wiZcZTI5pA4v7ZMAXRxhOVMIc9huTgrUQaDQXQ6nfJSWbJ8GP6tra2SnqeUXFVVWc23XK5f/bG3t1de/nl0dFT6y5Drzc3NeOedd4qx5Dku57k8A+Cw03QzusGknQPvxAJ8Mj+CAwN79B66mf7ZwbYd1ldovVgsCqjJWRccRkTERx99VBwzQHO5XMbr168by8kdQUess2idTqcBcgyG6J/MAZjLMMi+sxptoM6ZOfhp/eVcMn8GMTg/Ny7nHbE7nU7JbJivnG/eLJernrZcNchBDaCa+zAX5mf/4znkLAQ0pccOuvklu7alWYawiw7urb9Zl3PAyhgMuPBB0JJMM7Jtv8Ly9n6/H9vb24V/o9Eo9vf3C+2YB+OFn/AIe+rKjgGbA3Nkz6VR9Jp7A4a63dUiE6/ONviOuLslhfXf+vFl2aMHUVaDUFbIPKmI5vvP8uT5G2E1WAAhmkCc59R/xDo7QcOjid2GMhFuxuTUqBUAA0ON1cY7p+89xmyo7qOfr+FwqcV0hlZt2SbT0Y7bvTrQK5/vHhccaM6yGeGbP1lpHAnmecKL+1KjjvL9bj0bUs+F+TEm98RgdGzgc5YM+tITVNerrJf3TGFOnotlhnQxz/cOxjbqBrQG6MyF7634BrMcjqhMV98HI8T51Pnt9AAjRKoAA5fKZrNZPHr0qPGqgOFwGOPxOHZ3dwvo3N7ejp2dnaiqVd/OeDwuWyOwctCyk3W/1+vFeDwuDfKAHpdgmC90csNpzvK2AQTTi3O9maLtT7Zn/Fh+7gtoDJ7zvkJHR0d3+ivgkYMB89XPI0CBDt6pPDtg2wkHRP7bh+1GDizMM//vLD46fXt7W1ZL4mQ9v05ntTcPssfiDXQx6w32yXrujCKZsewnso3hHpmvtoXOavC3eWz/YFlyFcCBaeZN5pN5kuXTcslvxmP76vNs6wzQlstlY0EK43U52Tygp4kAFHt1cXFRgK9LtKySa9MPgylk3rxp0yMyXbl1xHbX9M3Hg8gc5Qma0WznHnEXMNhQEgWwKoHsgJ2ooz8DKQyNHZiZbqHhPAseBCYbkQ2Be2AASMyPqBqBvM+otgGnNtBkpbIBdcMp90XRc6SdFQ56IlR2AK7Pg/h7vV6cn5/HYDCIi4uLxju6cv8ADsqK6AgNnhjgOdIaDAZlc8VcRj07OyuvqXCzJal770NFZM3fgCqyJs5Ach8agTudTmNjNMZ+eXlZXhCanS1yxrjn83kZD3O+uroqK3bsiCz75kdOIXOuAa4Bvt+WneWNv3u9XllSX9fr16QgSzzPr445Pj6Og4ODiFivBsIJs9me+6GePHkSZ2dn8fjx46iqKo6Pj+Mb3/hGXF9fx7vvvhuffPJJeRb7tcALMkbMEeDFO9esvwAzdJXyAHpCM7/126DfGQfLKN+7vMc9sj5bruGPddeGnPNOTk7i9PQ0ZrNZvKgcCpAAACAASURBVPXWW3F8fByHh4fx6NGj0lBLQGdQCvDgfszNgQmOyQGHA0GDIH5sV2yD7XScQQA8uu8EflxdXZWsrbNcznbCS9Mpl4zccG/AxXdcs7m5GZPJpAAtgmADyZxJcVACMHB1gf8NSjjIgGGboAt7hGXQRzUhYr0S2bY5Z+kcqBp4o6NtwIn/sZumm1dfZ55SNWHnep4HnW9ubmJnZ6esLjUAYvyuHGCj2Z/r5cuXRTfxi9DQwA6ZomxGNtO2DbDFcxmrZcarHtuOBwGOIu4icAuamYawWoDdR2IHaVSMwiNgMNWAxE7Hhq0tneqxMN7BYNBI9TInL2lkPDgronNnkCyUWaitDP6cw0piUGdAYkPA39DNjiCnZKG5lRnnnp1yVVWNEgm8cbkE2uGkbcw8p5wJtKJ40z5nhwAOJycnMZ1OG2lY6EHZzKsqrMieH+le17y9C7GNWI7QMrhhTjwTWcyA9/DwsCyjp/Tg+/iZlrm8Mgt5tgHmcx8Go5xHeeDs7KzIpHfTRiYNkikVoycYW4ym9bPb7cZXvvKVQuvb29sYj8fx8uXLGA6H8a//+q/R6XRKT9jOzk5jzu7XIHM3Ho/j9evXDWBNgICDpsGZUh1y6XI9AZZpF7FeYQM/XL6FrtbVbNcsz21g1WVAZLHbXb1PbH9/P46Pj6PbXS2Zf/z4cemjGY/HDWeXDwImxgw/AfUOEttsij/Pc8otDvDD9tgyjk28vb2N8/PzQkPoir3PtsCbdjqza3/hMaCH3hwSfwIvkWX3lzHONiBJGQj9A6DaH1j/OVyecjYMMJPBNLzxPHK22M/kf8uyN9qFR36mfR+y41f1WAaRM+aHXmxsbJTtVFyWdQDulgX79PPz85hOp6WkTfDjORic8vvs7Ky8LocyuANsbxratp+Rbeh9x4MARyZ0BjYRzeXXdhA5onEpxozIz8nGyfd05Mw1GJMcMbXNI2dmuJ+f6YgEBXLpw44mRwkR7Us6fWRDzN8ImrNjGYza+OXvUa6cLvZYOI9rEXQUNUczlGUAj4wPergROBtoOx7AC/y0MeHZbkoG8JjuyAGGBAPBPQHEzBMg4NIh4ySV7IyD+ZN5l/sxuD+lOTeWt+kI48zPgk9uwmSMbc80YOZ+GE7ma7nMetYGArIMW5ZzRO7PMKjsg8U8xuNxyXbi5MgEwVf2h3I2BUAUsd4fideUmF6dzrrfyACGbIHlEJ3wlhYZxLcdBj9tQSFjcfDCij/45JfaVtV6J+k8Dv53f4szoegLssFhuTYPM71sM3IJHxrY4fl62zxoj8y2gTXknCpBDkQZq22Mx01WCnuDMzcoyjbaNsE2kM9sb7Ifmc/njXd5ZTvq5e22q9ZDg0s/L8/d/2dbkMfH/bLvw3ajR9yHoAGae84eA3bPY/LO1ra7bp4GLKGv3h4H3ljm7Hv8TtGsR/ZLbfy9Tz8jHgg4AnxAJKfJI5pRfEbJGQG6v8hd+7z6wTXjqqoaxobPeIZToTCXe6M0MMrEzs6fCMlpecbPGJ2tsmK6KZTDGbE2I8DB524sbotuDFgAdwi/o2CnVk1/gwg/2yUGou2IKKuyptNpUViXPJ3duU/hPV8bYANH5sbqofF4XPaIMm+QPc+hLeqz8p+dnTWe4d8YBKJE7oWzt/xZltuA/3y+2iiPTRhtyDFSWZay4udyI2ARGXJ5zOOxHk4mkzg9Pb0zXv42cLTjtZy0OVXo5cge+pn23qQxIkpJjN6Uq6urODg4KGU1wKTljsUXAGk/E0BGc31VVWWRhvWQ8dhpmJfe28gHjsdy/GV0MeAwELMew1scF07IPUTmBTrmVoVOp1NKVtixNtnyPOxc4b1LttYjer4Mjtxgjv3kGbaHlNvxD8zRG/7lvcxcTrMewnMHffSk5DHwPNsY+HJ5eVlkKr87LfsQl+wM2sjguSTsH0BCXlRkeuWMJNlzPx/ZyNdxjV95A+24Hp5ir6pqtWiF/12SN7iyLXGQi67T9G4AhjzyPretra1G+dIZQsY/Go3i6OiojIlgKKK5KSnBt7NPTqK45zAfDwIcYSBQOq8cYII+z8rn0gTnR7S/gypHdd4sje9zFsEbYdmBO+PgLEcGCvQ0OAr0vJgPm10h2Dh0xurMQI4YmG+uSfscXiFBHwb3ZZ73Rfd85+Zub/rm6MH7QjFnR42bm5tltdLBwUEZr3f5domC+xvMEf05EnGGAiAIEGHV2XK5jPPz85LSds+MecZvl8j47Pz8vDT4McbZbNaIQAFZw+GwPIf7ZSOKI/AKxqwL8Mh9G74Hx/9L3bv8yJZl93nrnIh8xCMfN29VswrVLLAbGpCDhkUYNGxwJkCAZ+JAggwDhgcC/G/YA0800kSGAQEayJ4Ihga04bEbMAeciDBhkAbYFNmu7q6qLlTdfMQrXxFxNIj77fjOyh23yxMhvYFEZkacx95rr8dvPfbeVv5O9eEMOORM30xX6Gh5sRwx1uvr61K/xvd5V92aoXAkwW21WpWzlWwo7ADwHOh3e3tbaGogjLIlwsI1KFpvTDoajWI2m5UUAobXEUbv4WKlyjMi+quiCPHXgCZjoNm4ZcCPfiHKYX7w72xY2EGcSGw2oEQgLTNt2xaZcLolG/0M2Gq/PYbtdtvbRZl5AZgTIQBEwGcchQJPRuzrTun78fFxb9sVVkYi74CKrNOgs/fJcb0UfUQfWMfzLOs/606DVuSBPZ0MTCKiHAS93e4OQmXxCt97ewfGDn3QZQY06BayG1mG6Jf1PXSF34nE2v5st9uyIa7l0QCUZ00mk942C6abQRlHQ0X0HU5WjEdEOYyWaBBz6Eg3KXLXtzK+4XAY8/m853xlneTI1aH2KlarReyRrb1/mNdevImUjUg29hhAJssCb8/aAMNeAn3IoVS+dzMz4JXi5WQwUwvP2hM3sDNI8W+Pu/bb/dts9ntL+D6eYyCQ54Qfr2BgrijO5VqP0QrDzwCQYERydA5FkJvz5fTVdENZuW7I4C5i7/HzbubW43Udjj1N+M2gECHjWVno8AAxRKY/zzMAZG+fDEyt9E0be8woIT8bGmTjauXmceSIT1YqGNKjo6PyO4MEy1LNOfFnzGctggMdeTb9sewhZxiLrut6gDRH/wwoiRjm1BRRGHv1Hgu0NqAxqLOnnYGm6ePPzKOmeW2/pIgohexEiAaDQeGdHDmxXuHv7AjYwclggP5mnZkdSp5nneb3exWj59E6yDzKvJq3rF9zGh7AwhjgpTxu+P8QYIUOlvNsh0xTaIf82F5YJ7tUgv46a2EgbF2feYJ3Wt/y25FJ6GowlHmR96JX/KysfzIfWv8SQDDfm27MhfWMo9k4Ftbd6AQcFOsnO3PQ8PHxsWwJ4i1xrJvpR8YNh9pvjBw1TXMaEf9nRJy8v/7fdF333zZN86OI+NcR8TYi/iwi/quu656apjmJiP8pIv7jiHgXEf+467r/9ze8owwe5G2jDaG9GihiLzQwLuG+rIyZSJQfE+LJ5rl4iKwScmQKYvJOK0bud2olAzBAxcPDQxEOIjrca0bIipQGw2Zla6HxdQYp9JtxYYSyJ8QYDX7waAAEbGaZV8cABNwXwut4VZxoTn0IRY42VrSsyD02jxV6rNfrmE6nZfUEz+663R4ex8fHMRqNYrlclnH5OAoUESvhLGDce39/X4SQe6GtlRgpISuQiH4IG48VvrcRZ5ykdTCE/E3UyQrDzelC5AUetTyYjxytzVEEjmDAgyYlAxjkeoqj83g8ZhQghqMGis1/nvMcZbIyd42H5RRe4v7xeBx3d3dFAXujQ6cDrGQ9FofkMRKAlFqq1v1wf62jkH3m1VspcC0RIIqTKWK3jjRwJ6roVVPutx0er/D1fHEt/HHIUeOHd7NBYAbrrimB34iWNU1TwB/ACrpCz8lkUp5NJMYyBk3pp1cm2YlB56Eb4Sn0lHU4cwFwJVpRiygSBakBYuaAcaNjoAnRPzsJBjoZvAIumBvSU+4DPO55jNiDEPgKJxVwwXe2pbzHdYx8RkSQPeTQHdCJeWRc9/f3vRKEtt0VZZNas/MK/XnWeDyOxWIRZ2dn8Ytf/KKXWqzxrp1v6+JD7ftEjh4j4u91XfcfRcTfjYj/vGma/zQi/mlE/LOu6/5ORNxExD95f/0/iYib95//s/fXfbDVJtwKH+RamyQrX7zvWiqB672rqdF4xH51ANfBOA69Ruxrnxw14P/MQL7eERg/04ib6/zejOj9YyRvQeZ6movi6Cv3WXH5t5+dow1WbO6PDR2/oTdzZeVjL845dtcbZQ/QQM795G8rYIdV4SeHzl3j5LG3bdsL6yKMLEX3ga753fCqFY09ZgSU/qAoDCg8n9Dy6empt2IkX5vBhXnRdLPBziCWd9pT43rL3P39/YtUnI3RYLA/X8/9Ma/wGcAkz6WbgYojr34O9PH7aqCIZh1hR8Ln5pnWKF7/tofq/l9eXhYj5bnyb4+Nz22U7JhleWfuuHa9Xhewb9nmHvO/ozzQI8t2TRd4jJknuNbRAEcPfCyTndkMHpzi5ruao4XT4RpCnEvea1AKDfh5eHgo4Aq+MGjxOIjgcb6iQT3X8O5ME7/XMkLExnyM7mQZO7rCes88aZsD7Tzf1oUGi/zY2TQvN01TanS9Qtc8aGAB7a3js4zzHObL/IJzTcCAv+GVGlgnal4LBnDNoQCDAeeHANJvjBx1u7ct3v979P6ni4i/FxH/5fvP/1VE/HcR8T9GxD94/3dExL+JiH/eNE3THdJ6GghENaKnSHIwGJQNpSycVoAwmustykBVn+BDIu3FYMTI61oZoIgyAOE7K+Gu68qpwVYiKDK+6957uRQYUkRGCNphY56dwRLNHmlm/K7b7Sdxfn5eaAvDZ+8vAzUMiFNM9igMhAh1uwYFwUBJ4pnjGTki5b5YsXmVHfNtYJvDrYwjYle4m73hrttFkFgK6lUx0L1pmt6KJXvhEbuDXi8uLqrAxB4oe7SQ2qS/jhZA20OGEB7FcF9eXvb4tWbI7Gl6ab0VpfkqG2jTy+AZXoqInhxxHR46TooVtYG4+SYrsBpYt/pwOhF6okhZ5p55y882qHekh3kmJW5+NAiERkQkbXSfnp5KXR1bBRwC8nmMrktxf13M3DT7XaVxBrmfv13vB83tdbOlgqPGGEXGmulei3iZ13hfHivz7BqRtn1ZBG59Q0E920d42byjSf4MvQLNSV1xHbzohm6h8P7s7KzHewapOUpq/q/NJfflCBYtlxzwXnSBaWNaYh8N6vw98p71OpFIy6JBlYEN9oiINkft8Ey2nonop0l5JkCSbAF8yjtY9PDw8FBsIWMZDoexWq1K1InPffA4BdeLxSLW63V8/fXXBTCZZuZXBye8bQR0rLXvVZDdNM0gdqmzvxMR/0NE/E1E3HZdx5N/FRGfvf/7s4j45fsJWzdNcxe71Nt3h54PSHAhHoxESC5vyZ+Vqxks15HQcqjQlfUoWITJYVyYxkqWd1tx5bRfLizMig8QZWVrb4TfFm7eZWOmeep9DrDhPi93btv9SfSMI6c3DFidymFMtegHgI5NujxPNoRd1xUhyd6TW55L6JSjEqaDVxMB2LIhR8gojEQpedXVdDotEY0MGEib2DN0fj0rYs5xy3wA6HGUCvrwG7pDexez8rzsGeY+Z8WcjZzpaFCbG314enqKyWQSq9WqPIPUhqMEGC5SkAZmNa+O5ghXdnKsC5g7ohEGoLmWwnTnbwpBvZjC19uwGWxlmnN90zSl8N9RE3vsNoCea8u8oz9u0I5rchrBXj28SX+Rcesu+NulDI4uIfvoxVznZn1k3uN79IH1kvnCzqnnmWNpmKPsCNqh3W53aTZkw0XJ3svM+j9iH/lBb5lfGA+R2sw7eay+5xCgNHjyDzbE9gjgZqfT43CAwJEQ+MM6N4/J82NH2tkBR+Cwv8wVdF4sFnF8fByXl5e9TT9ns1mvqJyNPqF1jm7ym3exGSt86FWLs9ksnp+fy8pUIlLQld92wkwXHzOUgVRu36sgu+u6Tdd1fzcifhgR/0lE/O73ue9DrWma/6Zpmn/bNM2/9QDwjFxw6ALL7MUZHBkgZQNhQ5CZ1B6t74l4eTQDPyaq02k5ZAcjOF0kuvbe7YiCmTaDHv94vLmvPNN9JXXjsTmKQL9RGM6n8z4znsGUx+XveZdD9+5rDTTmlufj0LXujwWitmQTRWqB8bsi+nUG/K5Fz9yPPJ8AW2+kmOfFxiWPCWCLQbNiRDbcZxSr34Pyy/3+0LszrSP28+X59Bjt2PBMRwz4nHH53Zkmtc8ykLDMdF1XUp4GV3n+ch/ZkRcv1301aK8BgZrRYb5y/ZzvqTXrQeba82eaZLq4ORLkehXewY+dwfy/+cllAZk/Mo84zcP/8Cy0yc4Lz6J/RB8xYPmanFqN2K2WogaLekDT1GMyv5knoKn7Yp3lez1n1nGeH9Pog0ZY9szOuKOevMcG3fbI7zgkt1m2PAanls0r1nU8A1knQkQzaMM5ySlo6+c8D8xpXlDD2Fx0bV5lzDV8kMdLajQfXF5r/5+W8nddd9s0zU8j4j+LiMumaYbdLnr0w4j48v1lX0bEb0fEr5qmGUbERewKs/Oz/kVE/IuIiMFg0DVN09vUKyPfiH2xrFcy+DcGEAI5vVFTvAhgVnp+hsOXfI8gOZLgkF72Nt+PsbesdTAYlL1yeGeOHFDXwf81xQpToIB8jb1LFLwZgt8wpMfn/sPUeJdOOyLIIP6np6fiRTw8PBRjxWdeRm7v3f2pjdHj8hlmNeWMcYrYh30PKSefFJ+jdvY0SCUx19Qb5RQt92IkmO/xeBz39/e95c1eYcR32aBnxclybc+N7+F65tNz5Lk8xAvmRRtEK0j63XVdCblb8Xk1EbwEH2SFhFLGc7dMZVDAfUSP4Jvtdltoajm3QbZMtG1bDgnmnbPZrBxp4iXCzLflyLSkXxhy6ORjc+AHOzz0r2ZobeRGo1GMx+P49ttvy7vgLWQN2c6Gmt/uG2l75JnICjTNgNU7VcMPTsG5T8yTI3Dok67ryi7n/NC/2irO9XpdFsVYD7OnFbvdQ1vrJu9YzXgyD9B4ftd15TggAxJsDnJshzU/xytw87PNP07xGUyiI9Ev0JB7Ddp8L6DCQMbyY96zfGUaQCvGbBDtncSZtz/6oz+Kp6en+LM/+7PYbDYlQkpU3/Jrm4gT8vj4WBa4MO7BYFDSZswjPO4jRWynrBuMATxXtTnzflu19n1Wq30cEc/vgdEoIv5+7IqsfxoR/zB2K9b+64j4X9/f8r+9//9P33//f3QfgmexVwpO6zgSxIDIMUbECyblJ+dPudehbd5powID0w8iJwiWr3Mj8pALxmF0nku4GkXm/Tw8du4DHbsWh/7WwAufO1plgADSxhtxaJvn8y6Ex7sQY0wt5GY239e2u/w94VWHfPHQ2dTwPY8VurjZ0NlgGIBY+bpmIysh7iNfbg+JeiwXDNIfjLz3VnH9Gc9FobqQnGvpa9ft6j22293KDBege6We+cYt14llT9JRSdPBIIHfNuTZwzJgMp24F1BRS4Ocnp4WIMi10Il6EPMyjT1w6FumW3ZgDALptyN15lePycYEg2qZBaBScN80TZGjtt2fFI/R80owe/D0C0Bg2XJkxzR3JIW+M+/T6bRc7zQZc2SjTOOzLFvsKBzRXwRh3en57brdpnt5tZuNvkE4qTQX8XprBMYEoICvPL+1iNLd3V2huXUn4+i6/WrUvLQ/G0s7A6YfRtpjyrVDfqbnMK/ecqouR92sm9DBdjLhI06ld2SHa+1Y0H+DHMZ2KDiQQRZ8bf5hXyLsp+Xxpz/9aazX67i4uOgBUr5nHKYLjmvmc4IHgFQXvdueI6c+1LsG9uCTQ9ADsJV1rNv3iRx9GhH/qtnVHbUR8b90Xfe/N03z/0TEv26a5r+PiP8rIv7l++v/ZUT8z03T/LuIuI6I/+I3vcAeE8TAO87h4MyAmblRrBDUaDqDiSwk9pKtBP2ebHSIZOGFZeFHUXp1AsVmGAIrhBz+tTGI6K+qsKfo5/E/Y7YxtwE+VJDm91uwDUZQ+A5t+lwdoiUo4aenp16aIQMjCzStpsQcIclzWmv013RBobg/1B+ZJ5nHXLeEAs3vMR9bidKgN0uP7f2wnQHKPRs78wfg3Ybdze80zWpe44daBkZ+huufCK977gFygATTLIMWfmOcoBU0dKTGnmvmhRzBsvfrd2GU7XEjP44AM/fUQNSAI+Ox8bHhBhTkZj7P8mZ91XVd72BoyyT/uy/QLvfRID5vBOl5M6jk+Y7g4LTxTD/fUeyIPVi3DmNu0IuWY4BV5h1WpnlsWU+ge70BqA21Uy5Ox/n9pmUtymIH7RAfeE5yP2u8UpMxxkw0L9u7DFBtR7JDnZ16+p6BnmuB8llxuT6Qe3/v934v3rx5E3/6p3/aA240y7IjiaYFQCnLsOWba+hjdnyy3cyAMTvwdkYOgaeI77da7f+OiN+vfP63sas/yp8/RMQ/+k3PdYNgoMH1eh13d3dFgDxwI24zDH+bGGZ8vD8UoD0JnsH1eIImsoU5o3fAAkvEARIYQHZW5n1EIGwAAX40CzfjykbX40OYsnBH9JUUqwgw1AZIBlpmPpSNIzO8g9OloTvzRREe6Qn6m1dObTb9XbETL71QDDYK7rOZ3j8IfNfttpi/ubnpvZvVLhE7gHR+fh6z2axHc55vZQWveo8qr8qDPo4aRERZIZdTDKxAYk+kiCipgwwgASI2LlmJYwDyqi5omg1EVvL0PwML2mCw269rNpu9AAnmRRc+es4MWAHt3supbdsS5ctACJkhtZbnifk1nxhoDYfDmEwmsVgsylxCE/OdI2z8D6hGRryiMfMtvOVaL+QEbxngQ3+dxsdRBGzxTMCK9cdyuSzRpTyvbgAJdBz9A2w7LeG+UnhvgONnQyODD6+QcyGxd9o3b9EXaODoI6lOn2XIGNHppMWILLCVB7zNAhDohn7Haa3xTDa4dqDz9/l/ywx0Nw8iy6Yjz/C2HowX+lk/50JpR7yQI+7zO6wLuG80GkXETkddX19H27Zl9+mI/srC0WgUn376abx58ybevHkT8/m8t6klwKdpmphOp+XdOZpIxBlwvdlsyv5yNeBvfch3XtVt5wc9mU8gMC0/5Cy+muNDIvanXa9WqxcGwasozIgWruwNOUpSC2Nng+BUCcbOHq7BlMOcZlIbGu/USTTKzYAoM2/Ns+G3jYyVsvtnJvIyTtKA2+22HLp5d3fX67vfy99Wely33e6OCKAY8vHxsaxKoDYgYu9JOxqwXq9LCgZjY14wjfy5Q8SZZm4O6aLMqNsgtIvwnp6exsXFRURE2c6fvkOztm3LLq6ef6dXoJM9TowQzzo62p3vtVgs4u3bt+XziF0t1SeffFL4nH5yDSsG4auzs7Pe2HMEDdCRvTYrT0c6rfgzXVGo9urMzzyfcfM8NssDBPr5TjkYXCIXNqJW8Fk3ZP4wLcwXvMNRIuQXeTUYgk5t28ZkMonn590J8naAcn2JwRtGkAbPAE6yTqLfBnh25qx7nKp+fn4uYB0d6rk2P0IXot2np6exWq1KhMwpd/rPXPrYD/MY/ccpcsrc+o3+zufzcp/3CvO2G0Ti4XeOuWjbtqQwuQ/QBPDiAF7S9/AJTpp50YXbjBM60g/rRGTG/OX5tk2K2K9GtW4w/fKqV88pfXSkGF6AzwDY3GdZhwfoM3OAw2++atu2OO2uX+NeQLPTUJeXlzEcDuPTTz8tm6larrxti5fPQwv655W88JIXwlg2XFrAXPJsR2y5zyDRwJN+Zpvs9mrAEZ1n4M55WxnnaA9EgjEdLbH3Y4axUTVDcV1Wqoc8w4h9EZ09PRr9ARzlaFAGN+6bx+gaA57nvtT66ZOKc7Py94oYK1KDEL+HOfIKL6cznWYzKDVtDK6M9lHMOUwaUU+zmE6mQc04eOUEygalYm+SyA+5fvfBY3BkJUdC6CO0dtTQfL5YLMrOxqYvUYXT09PeoYm5TuNQvhyepn8+l413ZCBlD/tQy7xqvshe8tXVVYzH4/jFL37x4jrT059ZPg1qTcuIqPKrx5FD6e43Zwsi56aZHSxHpwBpKGDmwRGfvCAi74GT6eoIDA3jQT+y3rHxtOxRMI3M5KX20Is5Nz/imFBX58iVwYDpRfotz6mBMQaY5vF4HhlXjhB63GxIiK5yBIm+OxrjrQHgIZdKZJ1pkGqZqunmGug4tLiBv5kHnuOIqa9z3Ro0My+6iJ3PLQvZAfJnGcjbkYGmXn1mnuH5gHqicz/5yU/i6uoq/uRP/qToFi9Q8VxjazwO85Xf4ygkdIY3GLMXClguvOzf/O+oF/cbHNfaqwFHKBQ674MQ7XGiGEw4F9Ah3AYAJnYGLzTeYQa1gJtRbLjpj5U5xo/76BdG2YrR6Q17VzA5haH2bvMuyRkoOGKQUfRmsynen0PLzuu6n6abD1Hk3u12G/P5vHxub8f7k/AZSszAFS/J3g3KzTxiATeAtWHjOwMxvA0DVKdkNptNzOfz2G63cXFxUVJenh8KPBkXc8Z7HPWwkoJuCLZX1dzd3cX9/X189NFHPcNkcIiXS19Go1FJDxB+zikqz7mjD9vttueh+R7owhjt4Zm3fL2beXaz2cTNzU3MZrP4+OOPy6qtDIygq1ML/KbOhDEAxolyGAAbYCB7BpM0G1R4u7aq0bLJXOD9Ruy9fd6NvOTiUcbBHjx2ktBrLva2IbS+Yb75nNVapLShG7zgNDFjcV0H/MhYz8/PC329Ipjoq4vqicZbl5r+RHgsi/y23mMODRp8JAfvPeQ0AyRJc0Kv6XRaViJOJpPyHQX/6BHvY2eeMO2Z/xzZQXZ4nhfb+MfRGTsm1lWWXdfJ8E72y7JdMvCB56CTdaQBCfSi765hc79YvZjBCWl0z9sf//Efx93dFsokMAAAIABJREFUXTkImrHiWHKtwYllBZvjzEYGS+Zb1411XVci6ev1ukQZ3XfX6qHfoIGjr4faqwBHEdHrdESU1TxW3BkZR0TPs7Zh5RoTGgbJ3ibvRTkgLF5pFfGyiNgGge94N5MOs/LsHHGwh589CYQao4ayIJ+ax+BID7UueIqu88FQY3xdmExu3157ZmAE3R46xsKrjByNQMChJ4LRdV3Z+ZT3e2dxltB/9NFHpS+ZTla6jMlRCYPmHDHgfdCIDfyenp5KQTm8wJz4HfaaUXQWdG9mxrhRqBgxg13SDMzlyclJMRgoAGoXDKYwLOZ//uaHvXccFYAn7u/vexvonZ6eFuNrIOKVatkDdwTs/Pw8mqYpR1pYNmjwooGMIwj8TdE3z7GjAe86VeE+WUZJaeawvPkIhWxFzTVsVIu3acDkfjsVX0u9kSrM90REXF1dxXw+j/Pz89LX6+vr0o/tdtvbeDM7PhTTOg0Df7JlBSknZH21WpU5xeCcnZ2Vug/XlY1Go94pBZYx3gMvc52dFzuebbtPVTdN0zu3z5uJGjSwAzogH5oCMlerVVxcXJSILc6gdQeyAP1ytI7PmVcDOvgOume75QgF/GMe5HrzZnYMrFucyie9CE0Afo6U2bFxhsE8Th8pq+B9zJ0dB3QXjhnRmul0Gn/1V39V6pEAs9DC6S7mznLq40mYF95vp5r+oAcAorkW2HoARwE6ZDsNrXzUUK29GnAEc9rzhQlhZA8yh4sdooXhD60oymjZaNWGhcbkGm1n75DPXFzscC/Imj66T/l9fi90cbFvxF5oYQaa864Gavz2+COieCTQ7eTkpBx3wftySNjKAcGxp+R+5jFyvQ0udWZd1/W8bFJPNsSOTnhs9sbcciiZZqOSQ7o5/ZafYaE00M5gwREW/s8Ri67ritKjf+PxOGazWc8wR0RZZQQv2mvMHmX2IOmLQbH5jPOjUFaOINVaBvOMsW3bUn9mWnulSaaZ93cyzcwr2cjQ4Dd7qblP1hX81NJvWf4dXbERZhz0MaJ+EKd/GzzU3pGjKjhmjlgYcNkwO61jQGT6AxIMpEhP2TnjvURa+dv8jHHKINK1Ha4jhL78xtN3JHe73b7Y/4z3mEe5HufPcuux8Zzlctmr7/JcmD7m8+xUZ57PMs38cY8Bt50zR4+8PYrp5Ki8QYUdfNs860Ho4vFm3eb/7cA6Qoct8Bj8HfMOuPBWNo6IwcuuU7NDAg/Bw9guByQM2mgeI7bDn1vm+dzyaIAOAK21VwGOzAhZSdqIZrSdAQlGJzOnn2klCZGsBOmHmcfKC+a1oLkgLCJebGZpZrMBpy8uesxGx8gbmmy327KywGFZNuR7enoqqw1QojCfPSgzOvSlsJMUkJUGgk9fsqGB2ei/U00Oa8K8FGX7OAzPI2PYbDbx3Xffxdu3b3sRIUdk6D/N4AAaYdjMdyhq73mBx9w0+yhNVsDUorgQP88j85f5gH46undzcxPD4bDQY7PZ9DZY3G536UtOY18sFjEajUrUifGt1+uyDQbvx6jY67KRsKG3Zz2bzeLo6KgUfjN/XMdn0J7+54aRd7TBINohd9OYNhqNYj6f92TdAJ0oiA1NVqbMEQW2pJGITuSoAruqAxKttH2t77EhdyTRhqtpml64P2JfpwFAiIi4vb3t8TLPxaAgz5ZTaEAEkXmBPzifinniefD5aDQqTgqgwvLhehPq4Zpmf7wIvM94KLC2XqdPGDTzBNtYWEdDF/gFvp3P5/HmzZueoeV5rA7OaUzksJaCZn4MCvjbEX9kiO/g7Rwp5zN4x2kx6MoYHW0nYmRgbDvoaLEdDugIf8B7GQg6GkfKHrrMZrMX9taRF0ew0CmcUcnn1oWOotnWuLyibXcbnd7d3cXFxUW1QB4esNPKe6Al6UfX2XIPetRySNClFpSgvQpwxKTCcM57ohBpDs+h6GEgqtDxeAykeA8tK3WIRkrHh+vlcLuNuA9N5XmE37NQ0hcExYyYoxNWDPTXxsEh4NFoVDbYs9DBYA792qhlQxMRPQDh8DeMT8Qjj9lKyuCHeUKBmx7D4bAs+cczfHx8jJubmzI+6D2fz8suy44g2HOnZc+Z72srQ5gv74TLOw0EnPrh/1yUmiMz0BiPnf4yLgD1dDotKwb5/uzsrKTdqAmDr+2JwYPIBLLjiJplhDECEPjM9Sk5AnF7e1vSZLVoAO+5vr6OxWIRl5eXPY8UPgCM8gynUgEXKCxqEginAwSo08nzwvOyoTH4b9s2Li8vy7YBGCuucf0PBg5+Qw44L5A0pJW++RXAYUfMUVc7Yna4vBqOFBK1P8gj9H5+fi6pkfF4XAwez2OnYcsA9IYXATiAbI7egG8Gg0Gp12H8jmzwTBt+Rxuy/uK50J+xIB+OZNsOROzBk1PzjvJwv3ndwNe8mv/Ohpwf634/w2PHbvB+L/nnfvQCjhe2y9s0ZL5wLRN9mUwmha8Wi0VvCT8ywGc4q8i3a9fati3HGdFPnKr7+/sXqXt4GL65vb2NN2/elEJ+O9W2qciHP4c23hh0MBjE9fV1eZ5T4Ov1utgG5M/ADb1rAOQ5gvbWz13X9U49qLVXAY4iosfEGBcmHQa2gJnBrcS4t5aKi+iH+O05AYp4r6M9NIMGf5ajF9mzNtNYwTm14Em1sLsuBMPMSe/cBzBiAzQrGHvCppcjEjAkDGYQ4L5E7KMwNvY5Z2xgxj2OMHE9xowC6Ij9gbA5dYcCd+je9M/z7BoV80VOfdgrcsSHVjuDx4bZBdpcZ3CW+5X/Bjiy0SDKwEt5bXj8OQrUp5I73J55z+/GG87Nc20aO8WRw9yME17DKDsya2AEcEFRGVADgpxeQFEayFvG8jwbMNmZ4VrkkKgH9zqiYLkzAICH+O25NhDKEQVAS0SU08pr/MTY0UM4bS44RebX63VZuu7oWAb29AUgZTrDU5vNprcTc0T0PvMz4XfLi+XSThPvcUTPNHIk3Tpzs9mULV0YK+8hMoaugP8xoqZpjn5AQxyDWqSXcdiB4t0RfQeS/jJ3mf6mh3nTQMO2Dr1lWvJeoiM8j+if6zftlKMfTHvmxX/zHeklO+x2cB2poabIfGe9b7uQeYK5AXRH7B0k84fp5SgP9EaPAE6NDSy3jIPaVo/D85jbqwBHRq8IPEye0zpeKgijwCTb7X4vmLZtX4TNbKggvpWoUza8F9DkiIEVLUbGYc9srHO6wJu42YOyQcsGebPZragiSkT9CaAC5I4HbKOJx2LviDwxtAcwktZhHLlPEf3t7gE9PDvXZKB8x+Nxz3NGgOgr88AJ6QbFzMlyuYzn5+e4uroqn1vwrXA8T0SlHHHIYBZ6eyWSoxxews07XOeSI2YuPvfzPa/2EgGonMnFPkx4ZYTAHZK3oSQdw7z4+fAPnxkY85mX4uZ5hdc9F9DO88DY8AAHg0FMJpPebveMz3tgXV5e9oA147ScemdmlKHlbrlcxtnZWa8WIQP39Xpd9nLBAGVlbj1hOeS5GFaiHzZsGUjBh/AIMme55Sy3+/v7uL29LaDQ4BVwGBHF2wZcOGWZ++9FLX4eBhk5Q/a9Qpjr4CvocH9/X9IU6DI2X4TXKZYmMgX/Mr8AGffL4NpOMjrVIBH9Ac29e7ZT/Mgw/J0j/+YPeIu0sI8RouUIOyARfWgHkPEY+ELvwWBQnFFSVMxzliV2zjfQsBPL2BztPDo6KmlLIoHMl8EegMQAOgNrnu1IGKl9eIEzQpEFR7I8HuiLjrQu9k7g9/f38e7du/Ic6MgCEWSAFJrtioGsncp8jqX7e6i9CnAUsS/gMgNlA8kgMQ5MHEzOCgeHDiP6yhwGyh6/jZajPBZSnus0H6F1pw6cO7aC9MQh9A7714BcNtyMmc0W+b1er8tZZo4ebLf73VYz2AJAGSTd3d3FZDIpc0C9CTl8mIoxZBBooEuqZjAY9PLSjJXxUEOD5+fIVY4OPD09xWKxKF6UjZHTKqah02m82x6M59xGJvOE0xIYOeYYg0YkDB6wsuEzzzUgvut2q/bOzs4KDWazWQmjYwyyouI5nH3lOcEg87kjOOZhe4Jt25atGTCa0No0RdFkoITBpM3n81K4abBp75S0HbQlqnJ6evoiCuRVed5CwrTkudnRAMTCywZHjC2H5TEcjgo5muLIie+D73KkMyJ6Bn673R16C60Buo4i8WzLnAE8LXvBm82m8KL1WcROntmc09Eqg2s/Fzrj0CHT6/U6zs/PC4jCSTAQGQwGxTkx4LPetd6MiB7wwzHhN5EE2wxHC1yLYx3KPdDCDrQjnPAnet1OoWnjEgOe5xMAcNT9HNJVLjewLmiaphc5pxZsPp+/qC2iv5vNpqRVm2aX3jZNXSKCneQ+0zgDGwcmPI7tdlvqPzkjFFAL4POcGITwXS0zwA/ADhrC72wybIeSeXbECfpYtgH+8ONgMHhRU5vbqwBH9tgtMBbmiH0aAqawsjCSNjiqIVgbdHvJ/px+ZcRt4+9mzzdHJhy+83U5PeBx+m+/d7PZlBB7RJR9j7quv9urdxi1V+MI2fHxcdn1lv6ZoT0eFEkGjHhO9mhyGBdP5uzsLIbDYYkORewF0Ce2+zcK1krr8fHxRZEwz8pREebfdMzAi+/t7WVj53fZg6vxi59X48PM3zzXNQwocwBmBiieA4fhM/+gKGyY4CMrZXjA4NI0yB5WjsCZX1BapinjdbSKe1F+BiD020YMcARvey4cXoeu7jN8xBjph9NnBp7mmVr0zP00j/rdGGn3ISJ6p54TCcQj9rXWE5Zh85bn2e+I2Btv+gKgxymDFhmw8zzTwuOC96AjR3VYXolWE0WybsJA8V57/PBNjorZyXAUDn4jRTMcDgs4p5AcEJLnwjrMNMzZCjsBppNpwdhq8gidzA+AYzc7njwPB9ayg27gnhz9osbR88o92FpHOXkvdooxRPSPUDJ/3N7e9jYCdhrYOtB/e5xZlqAd4In5sgwSUWfeXEpjwMi8MUayKgaueZ5r7dWAIxtYhxczA0X0C6RhICPqiD7KzwqeiVmv18WLs5dookHwPMkWaITHzO8ws8GCQ3w27FaAvs/Kl6I0NmhjbHgUZsB89hfMT5iWiMDx8XHc3NwUj8JeBsyHMuVeR7wM8Nx/G3zm9+7urhRVQwtC4nd3d73UiY0V47Qyenh4KMbEhsjgGaVIhArlkCMYWXA9tgyaiLow5/Asyt4hb/jANUIZRMOP8ARKhj7f39/HYrEoStK85WgkoDMrHvitbduy4sgACKPz8PBQCl6zAbbyyoqS36enp7FcLnvGge/52x6lUw+mD63runJALzUnpLKIbNrg2zBnw+v+5GMJbHj9bugMbQ3WvaCC429sWLjH/MTf6DR706S/mmYfDQMEUnvD8SUeT3YEXGMB7fmMVG/T7Ous0A8UCVO76P1tzEfmGfplxwSAh3wh56SoOMqDOSOyBrByei7zEIaTOhdWy9EPZP75+bmUWQAIrH8dnfPc+n5khDl2RNZ6zrJhfQ4d7RhnZ6uW3mU7DYArfHxyclLoSkQEve4My/Pzc4nkbLfb4lwgJzzfttIRbXiW+3j+zc1Nz1lhXGQD2rbtlXlAE/SdgwvoOkeh4EnTx6kz9tk6OjoqOgZ5gd6AY9t/R6GdBkU+bOtq7VWAo4h952E6e9LZs+B7iOmJxeBaaWRPkM8AQjaqNCNokLifZy/BIC0bXgTGRsuRL/pWM8Z8HrFfiQTTA36sIO1pRkSp87HH2rZtOfsop1woDEb5r1arosCofTGjoziM1jNIQogQesLi/vEW7nnspiHz9fDwEMvlsqy2+NGPflQEn34wD4yr67re3jue4zynBjYYEgNSF/tnMMf8ODLgaIWNrIE20bQcDWV39Nvb21Kbk/nTtTgAYM8J44cuThVgvHLEyylkA3BoMBgMYjQa9Xa1Nyhzs1zZEMEjTms5wmSZpMahbXdpPyKNgOSjo6O4vr7upS38TmjhaGbmWxrjyZ4vtLaecuSA9CepP/iGd/BMK2Snhxg774IeABv64qJ080PE3lEz4Lfz6fkg4gPYhObwTDYcdkgBKxF7vUK/XITN7skGkuiZDEpt8OARp2dq0QAbf8YOj7PK0bTkPS5Ih+ZEUJwmwlAzB9AhN4MlxmBQAlhkrvLZbxFR0s9cSx/hcYMG2yZAJWdV2klB7zkS57P0vKIt8956vS6HX9PgfXTT5eVlvHv3rujb8Xgc8/k8Ivr76yGPngf+Ry/lwABzZf3BPcPhsBwcvd1uy2paywM4wDxA+QP8xQHUtfZqwFEtdJeVqgdu4+IwJIbUBsDvcAQC5rcysYcEk5s5chSKftl7qCmnrNgADg4dO+qSvROeA6ORe4XRTQ+ebQXDvUQlUAykIVwQl0PvvCd7AnnePGbT2t+7DsBRJytuzwvznesuUL4YS++y7T6g8FEAjoh4PvOc0ZdacaWvw2vLIVvXRxjwZL7gPRgj5teeFnPACdnmA/cp8wHNhtcA3QbVgMD0B7hhnPM5Y45mZfmw0vVnnh/mMjsDABF2KucdGD6MGP1kDKSdAW48z1E78xV8Tl2M+c7OS+ZN8xf3RuxrSfLu+jzPq9RMD4+b3zn6hGduvejx1XRobd5JP/I3/GkAYIOVn+noKHyDLLM1B7V3PAMjDz+YZ+mXHS/XGDmCR8uOmp8FrRy1g0esB0wj85F1vo/BOFRj52ZdvVwuSzTcZQPOHNBfjLn7ZH3SNPvtUgCCzIX/dnE6vM29rnMyiM5OFuAQfsiRajtL8I+jTbSctso8ZaDNs+AFy6UdNsYyGAyKU2d7nm0LgI15MA+hPw61VwOOIvpHTvgzBNyCEtEPG/O/TyGvCYGRsSM8jmwYwfLOXGQWsfcGUSg2zhZGG34/wx6df2qr7EiP2AA0TVNOmsZgZU+Ma7ke5iAyhKJDEfn8ND53RAaaurjNoVpvSIeQMV5o/Pz83DsCgTEyDs8BigTj/PT0FGdnZ3F3d1eiYCB/L5EG4NnDNfDknY4mZACDl5FrqbiXvro4Ns97rlcwHT238Cze0NHRbv8j5sCrCMfjcZycnJS5Yu6sPA2U4Dk8TYNS7gcYWNkCRAzc3I6Pj0shNWPhPi+9pz+Z7ubxHNkgOkDBL2OD34nmOopC/5qmKTuMG0zSsjFgZSHybEBLf736yf20gWBVliNq3A8ANjjwe+Adon7WEdTs5Qi69Z+NNXR2lCsbYn/GXOFQOUJiEHMICLCFCPp7u932tpdAfkivOTKY9axtADICH9koM9/014Z0uVz2IljZmWDOmTvojC7zhrDWlwaENup8Z5ANDRg79Z3WP4AV6grhDUDGw8NDiRwDaujXarUqfDudTsv/XdeVzABzRJQoR2Nvbm6KjonY78D//Pz8YmGTgQf8QZkHz7dcQm8DHgOX/ExHY9EZXdcVRwc9BJ+axyOilGwQ0cJ2wDeUJaBn0ImHdseOeEXgCIOQc4YoHAYIsa08mAg20nMhWg0ZMlGEv6287Z1ZuTk6QF95hwXMwsP3PDN7WwAFR0EM3iL2wglAQCmwPNrKx/fRZ5gCBe7z3vC+ELhaLtgeiIs3beD520aeH9drNM1+s7laxAZa2XNzKswKCkaH2d+9exeff/55URAYeRSKI1Y8y8+lL/QjYp9WGw5350/Z4/VcuebLXg48m9MTXGuAwrsxqtQa4JERkl+tVjGfz2O5XMabN2+Kt24ABB09FviLMDIGx4aMfnsFD5/RcjSh63b7lZDyGw6H8dlnn8VyuSwAzqklR07spGSDyPtt/ADD7N7sDVgBQvZG6S/vyiDB8+WUB7xjWmZHxxEPf25947PX0FOOXjllSa0PMmfjC8iAl6AjW4JYhh0dyQCURkqKMXPNbDYrfOBxWJ4tN/QTue+6/REfNqCM1YAO3cB9jA1+y8bTspn347HucQTKi00Aivma2mo1HAbmHtCQ0/Kmh/uCTvf2AdlJw4Zg9HNtFEDK50wCMHkWPAG4YN7gO2+Yi2NpZ81OUESUfrC/FPoWu2saPT09xWw2i/v7+/j000/LmCKiRHUZGzLgzWvRmcvlsjzfTjZOjWnmKKTfx/M2m03Z6NIOk3EDMg7/ZofP7dWAIxsoK2aEg4mywPs3BhzvBEbJQIVmz97C4jAs70ap2WvJUQ+eZUOXow2+Pt/v52QlHhE940VkxgbfIMkefNPso2kGfH4H99iLZT4cnja4471WnDC2x4WyoO+uDcj0o1+8K0d8aI7o2JtaLBa9PbL83EPz789rfTIwNJBBWfhdPMu08ZxmJe9x+bqInYLkEE34xSemk+7y3j5eFZMNtoGnozjwTi4ap4+e44joeYae4x/84AdxfX0dw+Gw7MabHRp40vTKTgW8hvF0JCvLB+/OdPMcwteZB2ogmc/t8GRamQcjogdYMq/l+c88ZyBoQ8t1FO1mvspyzD3WkTnlZdm0bvXYcsTIdDTggK6MHWNOZII5rhkeaAtdXQ/iglpkzzQGzEA39JvHG7Gv/QIwcy10QF7sUJqXeL+Bt+npOcly5PHPZrOeMzcY7FdckQXIeoHnoNeodTRw8rsNOHB6zcfMN/R0vST0JMKPo8Xcmr/Ms/wAfHm3bWDm8fl8Hg8PDzEajUqanPrg4XDY2/naepbotfWpW7ZhgF3GZXAMv5GFcQSq1l4FOLLXE7Hbu8cpIZjXQskEOFRKVfshw+uQdkQfVFkI7Dm4XzZkOfSdmRYG90TztxnMnqeRdw4fM+GEDumXQ6UGKgZ+RInadncyt1NOeDc2wJPJJJ6enmK5XJbVLAiYQ/CEda00YECucdQG5ZAZ0jQzCPUcOtzMd5PJpCggUg+cPM5ZXDwv84IFsQZM7OXncLmF3qFnmhWpBdtg2UoHQON7I6K3lJ+oKrUc9/f3JZTOHic2hFaMTvdut7tz+W5ubkq0p2maEr6Hbhl4QIPZbFYUMtspNE1T9mPCYzVdsqeWQSorMHmW5QBwbw/QRtmgnn7ae3fBa81ZYS4dbsc5sMee5wz6WI7MV0TjzE9+Fp8TIUHv2LjxOT8uquU+R5RqAIjmCCY85M8z6MoyCgAy2CXKSWQFXndEwyDa+1YxZ23blpq27XZbCrXRAYwR+WP14nw+L/MP2HKdJPzAcSfs92QQ5pKAQ46egYPrCPM92+22pKyhXQZKlito5yxFtlWeE+hm/UE/OGcROts+Wv5c/I88MheffPJJfP311+V762CcF0fj7Ujd3NzEb/3Wb70AY4zt5uamnBXo4nKA2HK5LLWFvNuLoMAC5k/LmueCSLWDAcgOmRrb9lrwosjMwW/+Azc8TQsYjQHYGAMSQJZmUqN/CFgjLNdE7Fe8ocQcPUE4fa8nxoopgzOut9I3o9eAAtcwNj/HdTQ5XeP7YYSIfWoOpuZcqDwm3oswQmfQtlMJNXCIceI5BoSutfK88F6Dg5pnlj1wKzgEEbCLsjbv5Hk5xAs2snxmwAJvGlR7LNDOLUc3/E73x9+7z/AjBpjfOAMREVdXV730DH2Af+z9WslyPwWYuW+mCd+hrLzJ4fX1dUwmk55SAmhkpwQ6OcKQvcKazGKgGL+VXg10+r4cOTVv5mvdDFgyTTLPc7/rVRzNNaiuyT6GyoaWvud5oF+1tK1p7PeZNnjvfueheyP2NWEAdEddNptNiSJwjWUEnnPaELDLDtrmAfjCgNPn2FnHwNPZwcYJQHYADY70ZscF+npcjh5CqwxEs+zbka/xlXnQwLlmqA3crVs859bBpOORLyJ61uv0wSs2HaW0rjcI473WHaS3vT8RKT7eR5rOvMR4XZPKOCjcz2Df/ci/s73JsuUGv/z/InIEIYfDYdm4C/BjwwtIQThhbjzPbLAi6nVHNQ+J53K/iycjokSxeCcM4nBtzQBk42lvFwbPwgGDYVyc07fiMgPzv6M0Rt4oGnaXHg6HZd+biKjSk1O6z87OCvJnnGaw7P26PxjPrtvnzzONMqMaBNHyfCH8XrrKMlKAEjyR58ERhOyt2bu1kGeFwJxZETJ25hm6+L0IuHnU0Z0c3fC5c4zbEZR3797F/f19zGazEq3wHljZC4cXGCf9dVTH+yUdHx+XJcYusOU6wuRXV1cxnU7j8fGxRPMM1vjb82hZdUQhKzxoxncofzb4i4hSn0j0ivd4m4ha1Jh5ZnwGPjgFNi6OvkAvdBbX0Q+exbhodniQ/0NG1REi+u3FFdlBs6wY9HBNxP5Mroh+9Jn3QQs7Q9ASeWfvnYgoezA5smtZN5Cy3iT6yeekZKEr5QOr1apEvtHNzBGZBQMWQIHfE7FzJhiznSDu4Rm2A96SgT4CsrLTC/3sONYiUpbNnHo0H+QSD9uNrNNMb+TPK+QMVF1n5XFbNu38UIuU9TsAi2OdhsNhLJfLuLi4iIiI7777Lp6fn3vnU26323j37l2hAzLD3lPMv+eS5j5mWtmOQ2vmiWAAkb+jo6Oycz/zW2uvAhxF9AsJCR1H9LdgR4lF9GtwLOhca4aKeGlws8EDjETsvT97QN48jmalYaXO3zCWDbQjRmaQDK42m02ZODMjTI63heKxgeceCmIBdqxKgqkBYX4/h4ZOp9Oy5T+rN/D+/D4zsg0cgsl7cg2EBdFn/3i8vjYrIdOOPZgiIt6+fRuDwaCcU+aUaI6UZaVFqsj7/jBnrBTLiqrGW1xjQJA9Ut/nOauFze0F2yOPiJhOp7FYLGK1WhXFjdBn7998yN42XbdLpfrMI/NxLdLhaAvz/bOf/aycmk0UmLm1Z0+zsiQCYkVnmkELGxtHJOABR5a51nVYjAU+JU39zTff9Og+GAzi6uqqt9cP/G05zPyLLNAX+NBOEHxmOhpwYaxYKALPA9SRY+63DrRMmY5u2eBY5ziVDG0z2M/66/j4uGxSyjxalpETDDi8RJrJsuNN+gyEsk6kLzhxthGeB8oBnHJDF1omDEYdFUN/M2ek5wyszM9kZL36AAAgAElEQVTQkHF7bDUnnfHZgWqafVbEKTADLubQ9IPfHZlHJxiYopvbti31ivDcdDotm876mY4uWsdF7J2PX/3qV+XMvc1mU84KhJ8YB2l3nAnzg22Jx2pa8J112SE74RWw8NV6vY67u7uIiN6pA7V2+Jv/gA0BomjNxWqO6OS23e4KyBAS5+NpNrj+HbFXBjwrT4xBUu5f276sS/K7YXaH/Z23df+yoaYvKFYEGKa20a/RMnueKBIrO77L3g/PtSdi0Ijn4f5ngMYzOS3c/aoZthqDoiQcbs+Knme4foBCOzYi83tREFlJRew32bTyhy4YUj/P3l0NGNnY5jmmZZBc65e9ev6HH+A3vGdvhGlQzty4FiHLA+92qhLFiWIxuDUtuc47nNMsD7Uxwju5cNvKzg4N9xhs5hA89/PbfJ4BieWR52w2m+J9w++1eYPnMLjQzXREh6CbcurE/3tcGE1WmzqaQnP9SzbUOYoJ7fP73Wo86mf6O+ad6LPlmvc6jQv/eYNIPidKn8GS9TGNSB7A1rrV/YQujvTb2OIQZPk1DzjthqNofqnpWstVdgJruse6JtsjRxRrTpRlNs+fx+PsgyORRL+gv+0sNMh9zmCPn8fHx57Ota3xtcPhbusBItc0dhX3Ttk8i2Yezzaj5hjweU65cnA7OONQe1WRIyO+iH1xGZ67hYHDI+/u7nrMANo3c5phzVjsi4OHzzuJdqCgEKK2bctW//xPGgPGM3MjYAZFZhb65TRhxH7H2e12G5PJJJbLZc8rY5J9HpZXDvB8DBupFCsJ+ohAm4Gd+rHigl7Zi6cYkBRKRMTZ2VnPwBD581bvZkwDNpgXWlhQ8z08m+LsL774osyfvSbGm2kUsd/1lXqlyWQSDw8PZf8WaJyV3WazKddakdog28MjwpgBQwYAGbBsNptYLBYl5Iw84AGzmuX29jaGw2G8efOmV48DL+V35tRgLeJqY2rAbj6nsYx2tVqVQlhSX13XxdXVVenXu3fvylJ0orZE+5y6Me1o3hEYugOMD6WF8EqRMeTRIX+P++HhIX7961+XAv8MkDDAyLyXlztyZGNqcGc59DyT3nSaFYPGfNUMg/VnjjbA247Iw7/oE88//c4AP6K/eAZgQ10LjqT3M2IurIPcb8tK3kvOtTPwKOkt9w2dzZjoJwbfEbmIfaE/1yHbHKOCruIawFgN2DBGy7TnyUAqO85ZFukH11E4z/XMHzyGnPC/59WOG+PhfqfQiUp3XVcOt3XJR+Z161DrZq5hGwHrXRr/49ybNjzP88p38LFrZ6Gx6cj1eQ4oIwC8oRcP1e3SXgU4QkFuNpueoEXsNxjbbne1MCh+gAeTEtHfCTh7ktnoMNFMMO80YGGiOCWY1Ro+HXgymZRiQaN7rvMKp4xSDdb8nWsgUIyM154SQoEChR6MBWNl4GFgxLPYZMtplIj9WVh8ls8jYgxEbwBrg8Fu1RNzCMDqut0GZZPJ5EX0gTkZDofFq3DI2ytysqLh+U5DMlYMDfdBc0AD/9PviL1i9UZ+jpw4Skguu2ma3kq8zA/QP9ftMIbs+WQQCAiwvEAv+kyNzPX1dVnVg5eMXLk/Ns70aTabVQsVGYv7YSPjdATAyP3yuU7r9bpEFR0mBxDB31Zu8ArPABDjKEFfdAN0sePDWLODUFPiKF12XydF7XPqIvYb59kxsiHnHdZFTjWgq+gzoIgoJsCMd7i0IPNPBqw2Ejw7O2Luj/WRywTgD6c4ssFkZaV5y44AOqIGGGq7ydtZAyjxfPic7wy64BGeQ7TKR7vY4GYAy3w4LeoIrHVppo/1i6N/mec8Z7Zf6B/6TJ0Vz+A58IXHQZ+wCQa/zDl6ypF+5puCbG+kyzsNPD0+v9sBAKeNs9NFjZltNN/nDRod7eI5rGKDD/i/JsPZqWaVI0AdPXqovYq0WsTLVVJHR0dFqTsElg29lYI9NBPrUNGbgQmT440WeRbfw5hZGRlUwczZMPK9jZ6VmA2fC+AcobGA2lDUPBGea3pwXV6VZCbifwuu+3EoouBnWLm6byhpDCbKif/t+VtJmnZZcXp8p6enxZPlewyEm99rQOjoQi6C998ZuLC6IoPfPPcGgr7fc1cDSuYXz5HTaFZc9On+/r6sBmIX8RwFyO/Kfcv9NNg2n0BnnskqR+YU+SX6y/YDEf2iYzxcZI0omfnP0UhHk7mHZzqNmGUsz43Hm+ngqIEdIfjdQMMr9Jgz3kFf6Zuj1QZXfhbPMRDODX62jjCN/LyaobZ8+fNME/cxR8rtsGQADn/gqTsSxt9egWhQZ4eI9zr1wzg9Lusj8zoOZh6X+SqDEetAaASdeLdpZd18iM8ybWm2LY4Y5b5aDzo6bNBiXveYPAYAHGfsGTzS8hihJde7xILvoHHNJrnvOSJq3ZTnw7JhOmeZOUTvDDC9p9eh9ioiR+40hcYIEakOGNjKL2IvfPbos4Gh2eDb8wGBWhgMuOzhZm9pNBqVyXN4GsbLeXcYxgba3pRRNuM1MIPxiKT4udAN4QU8eQmrd1L18vmI/rJvngVTmZl9RpI3JuReQJAVIXUxq9UqTk9Pe0uQzeS5psLzlj0RvmOeWSXEakdvaIahqYFeG84sOIzfc8R3VoQR0dvvxXQ0H5qHsvLMoM/y4WZvCDDnaA488/Dw0PNen5+fy3J7G9T1el1WdWR5qb2fcaMInZ6j0R/4zeAy0zx7odPpNL799tsyNk5gj+gf9cG5gjn9wPtspLKxBfwC4gj1ux9eiWmF74M7rWw5tsGpH8+1jXUGVRH74xiYRwpGs8F2upBr3fjeqTmnS/IqQuY0O0uMN4Nh3udUM99BM95vXbxe7/dGw6gzL+hB0l85YmDnx2Nmbt1sMInes1+beZRoFu83OERe0DtnZ2c9HqtFHG3kvWLWz82AITsdTdOUqCRzbLpDM8ZpvQjPAzQ9Lq43zdfrdSyXy2qknOstt46suw/Wc+v1OlarVcmyeFGKo8ER/cVWprt/4AnewzWMDzqaP2u0zuAeHfDqwdF2uy31KW27OyKAjeac/yTESZje0Y6IenTGoWB/lr1QGyYz7cPDQzndnntZEQQAiugfYnd6elry7nmC3D97AlbK/g1zu6A6Yq+4c9ogM0rEfhlq13W9LeWpgUGgnIcltWXhtbLAe8Aj9M620NxLjSP2OXRqUuzpcR+/KYAkCpQ9j5o3xfjwaux5W5FnIAqN2WTOy0mtdOAj80dWQBkAey5sgAyuMr9+iCdoHn/2KE0XRx4Xi0Xh5+l0WpQDKWArDuiT321+cMrAKSHLnYGRx5SBlMfNsw2yOQOKZd2O7PFc64PpdNqTYXjAjgbgwBGn3KeI+qG1ACL4nmMQ7Jw4/QF9XPuH/Jr/0Ruj0ahEmqwDMxDK/xsYMAfQBPo4FWtwZK8e45F5zP0gyuBCWgOEDEgZox1dgxJH0qxvoYH7wGfePJT3AgTRYdDbW3OQ3nYECHp47g2+MsB332vjg8aWY9M5t6znDFKpozQgzzIOgHTf0cHwGtdafryHFO93EMK7STMeggm5z7bN9Nl8Zd6kjKZt215KNusw86J1K3/n6L/nAWeAGs27u7sPypPbqwBHTdP0zvkx4zLYwWBfaJ3TSTYMnqyIl6HXbEDMxFb0GX0iMCgDH04IE5PXbtu2FID5vTYIGfE7kmCj7PtsDGg2fjV07WZmA7xYaHhHrm+x4LsfTqO5nsFj8fw42hCxF3juoU8UyVLjYZrUlIrnnuXkeF8GXTWPLdPVPFEDOHkemQMDC3sv+doaKMrAPPevxtc824bHvH3Ie4eu8CmGJvPWofd5bAaKTmFBk9xqcmDZ4pkRe8MN4DB/An6pMWvbtpwXlwFNLvIkmkuqzLrEfTKvOOpifnZEiKgPq9ayzBoMwdOO4mSjRF2jecjPyjS1wqe5H7SaHjQAYO489zY4NryZZz3vfO/5cNTCxslOUR6DZRE+yPqIZ3vuuBad7EiYeckgznPs4uesHxhvTa/4uZmOuWV9Y/pZl/O5HX07KZ6TPG/wAPTZbDYlSmpbSrPTw/zYwQGs2lG3vaLV0lbZ9vpz3+v+06ApTrM/p28RUVL5Xdf1InDIqAGV6V1rrwIcQXAbFHsMEdFjAodWAUyeIAuo87HZa0CA7IU4AmRl5PQS7/EKFnvem83u2AKMf0R9pVT22iL6DG1FkD0Qe+kO3Zv5rGjM0BiHWnoLxgGYOEzsCBQKnRothyhNF3uEBmQYEmg8mUyiaZr47rvvev2w950jEVkpQbPFYhHT6TRms1lcXFyUgvrs+VHYaUACMGPOXUzOO9w8NxG7Qlr2SbIhM3jxM8zfWXFkMFEbr9NGWaH6vfSFCCSb+CEHyJtbNgj5/cwN/IgxJ5VnwGz6m9f43EbIXifRzXyECFt4wCfMFcDD0Uw+AxBR01czTofozr2eV99PH7fbbUyn0+I0eENIR8jgbWrv2OyT1YAoc+bFDoejoY4GOWqBzBo08b1X/jnKenl5GYvFohfFY76ZZ4/Bm+I6qsx7vWCGd1gX2KGzPvZCFANL5hm621k2r9P8LBzevKoUvuH51q9d15W6V8sa91kWMliD74iIZDmyTXLBs8Edcu3yCNu4vHM2/fdn8AlOARsiGsjRL1aLZieJ/nsVWtadTq1bHxqMZAfEsnBychIXFxeFR+ww08+2beObb74pqTueYX6lb5ZHnBCOw8r27lB7FeDIno9RPN8RSozYr6BCWZkJrGz5baVkpUar/W+C+8fAKSIKs1mgCCs6ZcW1NcPoEDtMhCAb4JAzN+ObIWqRCgNKCy6gyKvL7MEOBoNYrVZFOQPwONQVJcMYzPj02cKflaQNQtu2ZWdlh4pReoc8NFIOmdH5v+u6uLy8LEZ1u90fjsl1rsnw6kIDxuxZWRnyHvrrAukakLGCpOX/3fJ1GRS6oVjh3VzP4mdtNpu4vr4u+40AHrIc5X6Z57ISdvTQtQk8Bz4wn9hLNq/aIHps3ogVRY7hAnA/Pz/H+fl5AdtuWTnX/nZhcE1nIK/cR98wTMPhMO7u7ko9hWv82MvFq6mosWHj1cFgEIvFoucURPRXBtpLt+5xasErw+ijQVGmTdM0MZ1OCyDlndCEuc4gI+swgxendEht0kfSizXAjAEzf2WQb4PLOG0LfD30xvCywhQ5gS/RQRHRA14G5jzPxp/PfbKB+QZ7ZVozZu/pZ11mG2DHwQDYQCo7IAbV6NzValV0vp/Vtvsdz6GH7SA2gefl+kT3DzvpVGS+Nstd2+4yLR999FHvGutgxod95T6uZ4WsbRfvMAZgFSBzlB1Ct1cDjmw8XFDG5JqJDXoiXuZxPWgmzt6FQ3heLugJNqL2hNrI00crToSUiIPHQd8+ZBAdOva1NkK5ZYPl+2xMAUHsL/MhI23B5Blt2/Z2o4YepmsGABiDzPAoHit6j9VKIdM/Yi8YjpjYi4yIUsDJfLjZc6X5mhq4qdEp088gJd+T58nPdT9qz83Amr55btznGohzP7bb/fJdeOoQsMt9qX2Gkkapu37EEcwa4KKZtzMv0j/Pr4FRxD46CoiiL5Yb0zHLIo4YDgFzybw5kuExZ+OOHshnjPmcqxz9iYgSTV2v1720sH/sRBr4mHaOFKE73V/T1d4590BT84MBCpE3nFbr41xf5GiMjbnlge8Yr3Wv+Yw5zkX2GSxCDwNK+Id3GwQjD/TJcmYnynNsmaRPpmPWxcyXx8X1tmM1fUgfa3PI9xloQwNH57OO9jigJeAjyyW8b7uWZTQ7QZeXlyV6avkxT7GjPpmJnJ733A0Gu1WuAHjLk9Pj9IH+OEKVgxSudcrtVYCjLHwelPfagbgwrBnNSrpmqL1XSi7OteBRpJmFnlUWMEhmcJ4BivemcAYohwydmcYhf4/PSD8LScSuCNVh0fxM+mthJNplY+D0m+cBzzfngk0r99nPyR4iG2tSu+Vwt5/nvTlMR2jpuW+aJs7OzoqAz2azePv2bSwWi56SgoYGtSiWrut6y1lriiDzqJ/nE6G51mPnmU55GNw4vWb+yXyQwXMG9AaM9sLNA/A6heg1EOA+W64MLKmj8QrFGt0i9gDGm+zxfObHvMM1dmJslEifNc1+B3D6hQL16sEsF1kW7SHjDFAPud1u49tvv+3xAHK12WxKWnE0GpWTxu1BO91i0I6hdjR2Op0WebOOinhZB2I9YEPBM53+zAbZ+ss09lzwDgwdURRHmw2MGAN0Ic3KD2NyMaz5zU4xzQtP0Bf8bcDCtfkzG0f6ZJp7vDwXEGoaugjdTjxygxHPsmxbwrsANAaJzAf9M62xK4A5pzqhn/XCxcVFvHv3rjeHEdED7bSHh4e4urqK4XBYDoqFx/wemumaaYDOAUAfHx/HZ599Fk9PTzGfz3vbivjg4bZt4/z8vCqTBo5nZ2dxfHwcNzc3vW02iB4DCpkvUtTQ0rrxQ+1VgCN7bvYCI/ohNRSSQ9sWZhiAwaPU7DEgdBntOyyM9+miLYQ/h9EtDN48K3sO2ZBHvAzduy/ZQNrYmF5upKlscJ3HRind39/HcDgsBhEaOfSI8JjW9ij8fM8PcwKNrXRsNMl7w8Deyp9Gntg0a5qdd+9Vdzz7008/LZsYHh0dxdnZWdzd3RVjjCFlHvEu4AOMmsdQ87IMshi/DYr56tD85wighd80zfOcFcchAc+RpDwmP4dDhgES9nAz7eFVfwYNa8bI/cNA2CjCZ/AG/fOiCBQnf7NFwXQ6jfF4XHbPJ+28Wq2K15rr+rLna1oaWDllY2fCi0Ui9ito0T02jACH6XQaEf2VMTVed1Tp9PS01HU4LcQ7mqZ5sdM8wD5ip1uWy2VJoXfdvrYFA2KeJeXUdV3ZkgJj63oi8xMAm+e6jMAOpEEs88C7qLFi7h1d9Rwht/QZ2rrEgj6hU6CDQSR1dvQVA839XnHoBSvcYzuT01nb7fbFDvKWIWhIfzOAo/kez1vWRU5h8n7TgS0nSCVlh4/x3d/fFwdjsVgUhwA5I8LM9dYhOerVNE1Z3Y0daZomZrNZ2Ri4Zr8MphkPfWVcgDsWRJn34R+e64U+nvfs2H2ovYpNIOmsGc3eLz8oClfCZ8bK0YXMfDn94ghCzZPMn2WP2oYnex7eBK8W9ciTxDW10C335MiHmdJMmxnQIU0YiWiRG7R2cV/uXy6uQ1E4T07/bDDsZRjt02+HdjMY5GcwGJTjShj/8fFxXF1dxQ9/+MNeMfBms4mzs7PybgBRDv9b2WQ6ZV6wMjAAgj8dnfC8ZYCUwUvmje8DgPLnBrKeL3+fDRzNeXyDEZ5TA/duebyZRjQDSUfd8nsdJcj8jCft2h0fuePwfDZS9Kv22+PIKZCIPYCxd0yBu407usU1KkTo8kKKPC/MYTba9Gm73RXVc3yS0xA4E/zMZrNSZ+L3k0rIG80Oh8OYTCZxeXkZn3/+eXz22WdxdXUVTbMvxmWesl6xPuO3nUgDC0exrU8MugEY1pHIp+UL2hokOHLmqAo81TRNOUk+l1/wTju8fpbH777WwIuNMZGMzMtZV2SeM11sa7yajrG1bRuTyaQXlSbaR/OzWfllfck1AHTvrA+9HUX2OEzvtm0LwIdmrr3iHcw/aWf4nKg2OttgHbm3zGBv3a9csO6/rX8PtVcROYJADoea2Swo2aBnRrLQgh4tvG6eIJ6P8nIeF6buuq7UBMBUNqpsQJjTMijviP2RIA651gAZY4ARrBQAHDaGvMceG3R0SNeeEZGgDJDadn+MA8redLUXaM+GvZ8ASTCt/zbtzbDsa+W0HfRnjIRcTbNPPvkkPv/88xIOtneNwLlOyhFHBI55oz+j0ah4Xa5Vc+NeRzxqYCDzMuPN0aEMGDyHNb7guTVAQjg7Yg96rHxzNKTrdptzrlar3uKHDK54t++FryKiV4fC5wZrXt2Sa1/4zNENQDJgiKgn/Pv4+FiW87P6khVs8I0jUNlwm/bwpyOCPrXbx2P4CAobLu+9Bh8jLxip4XBYzmuzAYO2TkXzGfNrMFhT8BTKsmSZKJtLE5qmiclkUo4M8l5PEfuUi710dBf9ADAQYeq6/Uoq9BvPAsQxJnjEdUMYwOxEOR3q9JJLAGyg0VsRUUAr9GO8vJNz+ShQZn805tYLRBi/U3tdt0+/MwY79/SPSJJtlx1bb0DsYMAh4OS9m3gv52+yYMaHsLOVgc8QZG6hFdGsxWIRV1dXpT/Hx8cl+mjwhHwzZ7bZjGe73R3vc3JyEpeXlxGxO29ztVrFYrEosj0ajcrceGUffbVNeHp6itVqFW3bxu3tbak/Oj8/L6tXTT/412P24fHL5fKg4xnxisARSty5aQwXn9t7yorbqJDPjSz9rhpK528rxyxwBj0IgAXQguq0Dah2vd4td8YQ16I29nY91mws83J5I2d71jC+mcQGuOu6ko6j73inVtYRe+VwenpawIPBk4EkoW3mxR6mW64rwPND0AFpzAG88Pbt2zg9PS1CQV757OysLFeN2G3O9/HHH8ft7W3M5/PeLrf0hRQfNMG4WdFb4DxX2atjjhwtrPFkVnzZI63xptMDflbmZXg1e7IZzBiU810+iJXrfH0tGmMeI72Qm1MjBsqmp+siDPww4p6Tx8fHuL6+jrbd1cQBnlmZw9lr9M8/PNfKNCt6aM5nTsll0AotMBgc38KmczgNjvZQp+Xl+227q5sYjUZFD0EXR1osv+v1Om5ubkraAvpQjEs0DVliE1acNuQW2dtutyX1jmwb6GZnC4MMsIL3oBfGDT3jaMjNzU3RXRhA5hBZgA6MwaUCT09PZaWSjX8Gxehuxgo/OVrs6LLtCbT3nms05s2pL8+13w8IwGbQRzswORrTNE1vzNYB+Zy4zWYTV1dXBUQ4+uogAf1G3yKXj4+PcXNzU3iB96PTN5tN2QWeuiFkFyBjG4bNm06nsVgsis2iALvrdmcXAnguLy/j5OSkrNZkXgE/w+EwfvCDH8RsNusBfOjL3+Zb2y9HmZEP74WU26sARxH9gwqtwK2csifqlsFSBkQR/Vw57/H3+X32iGycIL7fYxDgULUVLUrC0YgawLPSc79rqSB7kb6fa7bb/s6wmSamjQ061xskMh733cuNPT8saeVaK3dHLgw+XHiPgTWY43mTyaRXY4Igbre7PWaOj4/Lfhjr9boIH8+mPzaM9Mt9rAGEzGP+3HQzX9TASAZBeW5qHk0NJNdANn2rgacPRaUOAaLab7/fhgqv7EOg0fcfkucshxizLDP0CQVJfcH9/X3Zhd00r9GqFu3j80NzlIEr9Aa8eKzIsWtXAEDj8bjsg4RuyDR2dDhH/fh7sVhU63gYP5ERg0P0mJ0mgArpOKJRjAWjzrvpj4GVdQnX1/gEQ+W5c5qQyDYRCWcW6EuOvhrwRfQ32vxQ+g5964NIHSmh3/k4HNsC5ph0lCNFXkFJnZaBUK3ZUYcG9L/rut4mqNb1plvEbtWul9MzHuhNP/mbvtuhzjY0y0Ueg/V4RJRo6Xw+LzSxLjD/bDabslecHX9oyD5iRLS++uqrXgoNO2Lg3zRN7wgtg75D7VWBI0dMDhkjG6FskKzUaBZQPBmencGAPTtHhZjgjPQxytlb67qut/9RxN5zdeiQMZnRrPAMDAyUGItBCz9WRChbe1EwUD6NGK/Sq0AIPXpe7u/vS5GnN9qzAs/jcnQtCzqeBB6VNyb0Xlbr9TrOzs5iPB7H09NT3N3dRUTE5eVlnJ6eRtd1sVgsYj6fR8R+2bfD6xxLw3zhpTKWh4eHOD8/L9EI+Of7giUrJK6pAXMMg6OCNWWdwUvm8dw3G2ronsGbeSOHyT0ejAxKJQMFP9N8a561142y8rUZlNToCc2QyVwwzjWE81Gyz8+7AzW9Cs99zDQFOPGDDPAu9lDKfMHfnns7Tp5f3k9klmJXDOr5+XmvXobx5T7ybIMuOzJseuqI8Ha7LavpkPXMH1wPHUnH2JDaCePdjgQaFJ+cnPQAK/uZYYA9NvSm6eVoFt/RH4McUqrr9brnMDniDPjhO3SCVyIyz9khziAdo0qfHYVx1sM6wLIL+PC+SvQx63DLM1HdrCtwCp3C5N1EMCkVgFcdUYTXzWNN05T0Gmcb8n7GCQDPAIO+f/fdd/Hxxx/Hxx9/XPb+Wi6XMRqNYrPZlFMkoNe3334bR0dHcXl5Gb/7u7/b48u3b9+WZ3/99ddxfn4e2+222PTJZFKuZW4BoN4Wg8UbDsQcaq8CHDEpRrAR/VSZQ3fOkWcGIkcJw0ZEEU7qkDAOLjI0UzgMaaVnpjOqtWC4gC8LRUS86Lf/tiIDwNhT4FofZmgF7igPoVIEAMMELRw14blOKxgAevz8jQKBRg6nGugwrzaI9MPFetmAtG1bgFDbtvH27dvSZ3vmo9EovvzyyxK25iDFk5OTwk9W5PQnz7u96Dw/eQ4zP2RwQt/y9eZVDAfXH6pt4vqakrVceB69gieDL+61N5jHa161J+95hm72AG34Ac353vx832daZ6NhhwB+4bnIMv9TD7hYLIp3TcMoswrSNHc9D+AcsADo9qIDy49/e75Mc88pabPRaBS3t7exWq3KthaDwaDwPmNGlvI80G/rFdORz7ielXMczuzvnQr3WBwVi4iekaQGhsgEcxURPQcORwWQ7I1lvYI0Yr+nDU6RnVrm35s04ug4/UNkgTn0vV3X9eiJzmCVFnxNhME62E5zLWUznU7LNfCh03jIE/rJgMe6lM98PllNJknN4gQsl8tYr9flGBtq0DyHvAe6o/vpL3oVoEjZAXQGCOd5s27hN3JDdHQ8Hsd8Po/RaFRSc8yXSzL+4A/+IC4uLuIv/uIv4sc//nGs1+u4u7uLx8fHeHx8jNlsVuTnk08+ifv7+5IuhrcuLi5ivV7HbDaLy8vLaJqmPMN74B1qrwIc5WbBNuO4EI/v3IzcMYI2PjYu9gIwuDY2tW/+sKwAACAASURBVL7YKCEYPBeBzkbHz3B//Rl/A+y8KiZiHxrO19On/Fz/tlLjeZm2vMO0idhH82qGGwFzXv1Q/3JfrQgMQqGfUx8UTzoEbYGO2KUUbm9v45NPPinenxVhTkvUxsDYDFhqrfa5gQfPNC1r4CqH7E2XD81vDdBk7y1HBLI8+TkZPEFzlKGBHvTM784h8gy8s3E1b7rVvG3GY7p6p2zzFzLPs721hqO/LAWGTtlJcDSWWowMgLOsuA6oNvemF7qC1TmObhFZJkrLnjPwOvchLy60NgjKAI3xULfjOac/EdHTibyD/jtVZ+fi6OiotwVG5jPelfma+3kmMs096G/myYdbR+wXG1jnZXDqWtXMP5ZDRyczQLdtcFbB9GaOqAUyaCKNivFHv5sn6UsGY5ZVzxn3DIfD3rmkrv+0kw+feTGR+Ze0JbS3fkIfwOOOEtYanz8/P8dqterpb59YwP5GHkfb7mqG3r59G9PpNC4vLwsYXK1WJW04HA7L/dSewiOAQ89FTu3abh1qrwYceSVAxMv6m67rSojWSqcGBpqm6a0qQ9CGw2EhLqiTSecaK3oLupE8wIr/8YhQuFaSEYeLN7NBQmDYxt8FZhlkmE407n9+fo7JZPLCs0fAESCvOMtzYYG0EuQ9eD4WEPrKZ+TwHcngeXlpsBWKaYKysxdKced2u42/+Zu/KVGAr776Ks7OzmI4HMZyuSwgyRuquW/8Zs66risCyL2mQ01Juc+mtecpjwvhzJ5ivo/vcx9qINXz4GhSDTj7HVYYeQwU7bLfCUosg4CIKJFAlJ09f0dZPRb3OdOIcaComX+UnIE074D/2Gn6+fm5d9yNI6OsYDT4Y0xEBm5vb3unzWO0fJ35wBG1yWTSi3QZNDI20mlHR0cxGo16KeG7u7sCOGo86H7bkJtfrGs2m01888030bZtXFxcFIDlNCV0tMwYaPDDHCAnRKHW6/XBzfbMXwAGg4WI/Y7njoRbNhy1Md/Sb5r1ncEA4GC73W8Xwt++1+k3+m4epj/UdtGQDdJtR0dHJYLDWMwzEVFkJvep5lRF7B3cN2/eFJsDz0Tsj9cywCe7QZoszwf3WfbpJ1F1ipdtOxyROqR/kEGO85nP5zEej8v3o9Eonp6e4rd/+7fjJz/5Sfz85z+Pt2/fxq9//euywIZFNz/60Y/iz//8z3s7+8OPk8mkgCRoMJvNettWwAOAJtd91dqrAUdenRARPYGJ6K9qcrPn4WWWCK+9Bq43SmbzQYcCI/ZKBqXPZ9kr5tkIXU7N8M6s/LNRsvJEYFCuRusoWy+tdFEgysMrQ2oAyZ4KP47kWIgInwLSUBpOdTBnR0dHRci534CJPts7cWSBfhPCRZm66JH7Hh8fe+kRCq9RglkR0Cfo7BVBTkvQn1r9TwYYWYEZkBpA5N/uS+26/A7zk/92xC5fn6+tGc08JoBo27alZseyaY+Ud+eIXAbM/IY34RWDpeyF2qhjhLOxNNjAKBuIjMfjEnnJu4CTrrABsbz4uaRgciQFB4y+eC54DullzwX3DgaDuLu764HAiP1Gl7X5zvrCANpHYpiO/rtt27JqEx7NjXOuWN7txmolxuY58lJ46OE0pPkFvQDw9Hw6MoWOAZRYTwLIoF+eP3QAzwdsjkajF5tUEmn0ClvbDfQE15KuGg6HMR6Pe3NDX/jbEUrPKWNEX8LDjohlJ8R9Ze8kQA9zgMNggJtTX7VghME278qZEGyq7++6/d5V2ZZE7CNIjIONJieTSfzhH/5h/PKXv4yvv/46hsNh/P7v/36pa+XEh4uLi5KO++abb2I43J1fyNx61eHl5WV89NFH8atf/apH44goAI3FC57fWnsVm0C6ZaRMOxTCywrek8kKhYg9kZg8R2qsZLOy8GT7fVbqML2fkY2oAQcTmZVTNoJ8jyLK1xnZu07L/cpjskfkftM/0ym/i3sRBJp3Qs3pOX9mg8d77fm7ELJGu/wd93oOHx8fY7Va9WpuaAYieYw1Q1Rrh4BK5kMMaaY9NHarAZr8/aH35XHU+lcDdHx+SDlwnVMLliWDBBsnvs994HMr3ty3/H6an8/Sd2pVTk9PX+zobN4mjB8RPWCXQQzPZZxOJZge5u18ra/L9DMo53+ni3AsMJanp6dVPZJ5NfOXI2tEZ7zCCqBoA8riBTsUvM+yy/MYr5eKE0UwLRyVMl/YEXV0xg4Q9AXwsaDFINS1NzkqxzjQjQbVBub87bHgnMIr8BbvGgwGpbg9Ozf0Ixte24eIqPada0zjLBPMA5kQUnaur3SU6pDeyPRmfuBTZAKg6XpW+kXkj75mvWKdbbuCXB4dHcXf/u3flq1Xfvazn8XDw0N8/vnnBSgeHR3FeDyOi4uL+PnPf97TIX4nuh8wT7QLx+7p6alshmrb/yG9+2oiRwiDlZW9gFq4MaNq0LNXQhBVyZOLF2yhgpkocsuT62fwOQrFE1/7TTMjoVQcfo7Ye6GEMp03R5nSuOfk5KSkgiJe7rlkBZGFHmZBWNq27R2LYKVqQwPNCY3m8DbX2UOzkmFMCHvbtsUz9fgYA/1m/wsb54h9WJtjFaAl78rz4XOKuCaiv7NqBiamuXmXazN9LMBO6/kZFtRsAGuKwHJh0JxBU35GfvahyAHNQMJ1SJ6/DJAyzbgnR5dMgxr4cxQgYr9hnVO11OUgK6YjXj08CYCCj0y7tt0VKl9cXJT54T3wZo6QOvLnQluuyRFS9AnzjSxNJpO4uLiI2WxWdMF4PC5pv+yImH88rza0rtvx59AZmazxMTKJg2G+nkwmvSJcQOp6vdsug2gUn8Erjsw1zS5Ni9GCfl4l68iP9UrWvUTXrB+Pj4+LHgSgMIeOUFGjwnyu1+sYj8exWCwKQIG+XpU2GAzK/0QVHfEDjEFny4jT1ETbqJ2B/hH7bAk8CI9yzAcRUeaHFJELnA1OsizSoI1XctMo8gZIM7eOTAGO8lls7j/jcomEo45ffvllqUn6nd/5nTg/P4/5fB7T6TTu7u7i6uoq/vIv/zJ++ctfxmq1KnOXG5hhsVjE9fV1iRy7hvTm5iYuLy+jbdteHeGh9mrAUZ64Q8bD6DQbGpR0zaDQmBgrDStRJs+erUGDJ5r7TeDsNfv9MI5DkFzrcSGsrCozTcyEEXvvLI93u90WBeTdhvnOioZ7DThpCJdBqmmP4nHY1gDUdOPv7XZbCuayt2EliNBnXrCytGF2f22kDgkBKYCakai12nwxJr7PQMvf5WdkL93z4Hf62hp4yvye5zHzYr7ftThu5OuZg6Ojo7JU2qlIGzSD2Yj+eWK5P5lmuWXv0zoCkJ95DHm2AoXPnH42/6D0kf0c7aE20WPL0QkbXtO3NuY8fs61++KLL3p6yS3PTX7ebwLwh2Qg95P6LjxxRzRY5QO/eF8rDJdXHNXG7nq+tt0v0zddMXS1+lLmxO9whMS6EUDjuXZ/AIl2qjJ47rr9TuCe4yxjBpEucUCXs10JvAJN0dOeb74DVGdgyOccI+N7uK5m+8wbjpTBH36/HUSaI2x2Kg3GTd+s8w2W+dyLA7744otYLpfx5s2buL6+js1mE1999VV8/fXXvdqhLBt2utu2LdFQr1RFX+ToKOOvtVcDjgxQ+B9GsNcT0U9P1MCQDagRq5kT0MC7LGheShrx0pOlCA5QgAfgMKWZqmmaEo0iQuLxZs+ePiA0CKYNfV7mb+HJHjpjoWAtor+aB2GxgPFOG5+IftoSZmPcpAescOwhYkRzVIX78EipB3GELJ+uPp/PY7lcln4i0LlgnjFBX+j/m4yLv/PfWeFYcdeusWdbAzfQ1goj96sGqA4BnwwkbGD8DBsQL1Swt5eBBPvJOIqCom6apig6gK3BPX2x0bSs+10ZYDI+p3i4z1tW2FPuuq5s7/Dw8FDO47P8sPUD+3ZFRKEBRZ/IHXtpdV1X9lRB0cK3efO9bGTNL1bm9CHPq/WJQaF5yBE5g+PMoycnJ+V4Fd5hL95Re/a0gRY88/HxMd69e9fbG8h1g+YJnkkk/+HhoZzQbhDN+3JqyfNoB8HyRATKq89cZ8T/OFkAP4NsiveJOFnPMR5Hv/1d1+0WcIxGo6Ir0d3wHzyA3mElVdPsz87je4MvaGin8+TkpETvuq6Ld+/e9fQFWzHYiTePQGPbCcCXV+oxDtd8Us/kSCZjyztNM795l3sACj+MjX2v/vqv/zq++uqrePPmTZkjBypIi3m8ljUih5PJpAQimAd0Sq61OwQgI14ROLJH4FCiFR/XWdkbFLA3g1emGYgYIEX0DS5K26DhkELDKNOHq6urogD4jj7zfgQAY+Q0hUEX72SZYg55YuAj+kWgOZpCqit7aAAWF45bsdkTcyrOCg1gCR1zXULEHjhFRM8z4j32ICeTSQFtDlE7rWMF1XVd2Y4+RwIzQHX0gbH6e55X8ywPNafH4FODEr8PJUX/7OVAV5rn04Ccd7iwk/4fAmsoFrcMini2FbqfA88iS9vtbh8V9x8am99R5IyXd+T+MOasyPP88I5ck+axWsZwLKg3YqdnpzxIvY7H4wKO7u/ve1sBIAfsnwLdeAapDGiBDthut73UAvRxNNor2WazWbmvVosInTIwykDcK/rMmxF7AGoZprmGyHJf22cN/exoI0Y8pwEBSMfHx8WLR2+4iNYRowz8rHvMG0dHRzGdTnv6BF6tbfbr+YdWGFM2uqXWazDYF8R7tSJ8iG5z+o1ib3ajhgcYz3w+L4fC1vZ74nPvPeR+e54sn+PxOI6OdjuaHx8fl+OTTKucRuZvrzjzcnvrKvjCDgmRWTv31meeS/7OQQEf+8LxM+apHNExf5rvn5+f4+7urqTLTk9P4+3bt4WegL67u7ve/fD4hyJHr6IgGyXBJFh4bSDMGPzYM0VBQWQj1Rryt+KsGSGYFIVrocWgoCwwIMfHxzEajXpLdLOSz2N12NTjtDKzcc/eqeno56F0srIxc9nzzP/XPPdsXFH0BpT+LkcuDPLsaUFHp2McRnYfc1qDZm8k978Wkam12j2ZDofuqV2Xedn8CB9k+htomW41IJTf7z7U/q6NKUc2+J6/vZTf4J7avkwX6jK+z0rTDJhqoO5DjesxIMgvf9MveMYOGHPQNE1R2PQLw4dj4foXK1WMKXzKnNEHAAYF5NZRBs70yYa4Nhem8yF+yPcawGSATcv6wQWxfiaGED6m8JXx5EY9Ev2wY2FQ7j45ZZOb+0EfmGuPxQCDuciF54BpR2rghZpjZZnkvY5MtG1bgE/TNMVRJwKDrcmF59gPaJhl0dF5HHz+z/Vu3v0ZumRdYv1MXz3f1kn5Hv5m/rJDY7oY6PB5riGzbaJoGsDkDEPWy76P38jmZrMpZ7Shrzwe+M68UWuvJnLEFucIBp5FxN4DsdKpgQMryO12W8JwMLpTNhZUNqqyQoPAFKZF7GswHLr0ahD6gsAxKRYylKDPP2qapiwvteeVvQZPpNOF0MOKghAxigyhdToPVB3RB10WUguEowJ4aTRHpxAo3mvh530uNKev2+02zs7OSl9ztMW1I07FWDEjcBToRuyjSdlwmo/ssfJ/DURhGGsRDD/HysgGGm8S2tnY8HxaVmLud/6e90C3XODqcbuPNvTMvY28jSVAgKgQ8mRAbuchor8qx78djfC8GcRlIO3G9zZUNKJGro/g4EqeB3Bjl2IfPsycEGGNiLJc2oadfV/sGVvGmR+DfOhydnYW6/X+JHIMHnorO1Wm04eAcsR+WwPzCg5gprnlxuPD6cnRHBt7dEDTNGV/MCIiBhxEQNj6wEW92biaT8yDTmVBS+Yhj880hy99qoDLG6wbSMFaPugLOtuHxE4mk3h6eor5fN4rAcipXp7Pj/fIgz/NV/C2ZZ6+ojdns1m0bdtL/zo66Pl3H6ynHh4eYjwel+J0ltDj1NseshyfovKIfeG46ZQBB/oE2+5FPqTevZjo/v4+vvzyy/jxj38cbbvb+PHs7KxHW+hxfX1dUucctHt8fByLxSK+++678q7RaFRk2U63gyK19irAEYziFQ4YESYb4bDSjHgZBSJE/vDw0NtUDFRNXQrvGY1GJZxuZcH5RHyGoOcT3EnNbTabWCwWve3gCT9b6aKYAUScbk9IMCswQAyADmF3jYCVBhPv/DB9Mcrm2oj+ob+5+NwKhedG7FeG2bCTlwbscBrzarWK8/PzMpau68rZaDSUKnUEEftib0fW8DBqXrq3v7dBiniZKsupxOxNG+Dl+w0g+Z9+8G7ea6NlfmY8jIkCddfzGBQ4CpIBnPtswIt82LME3PoICAMNP891aCg2amOgDWNxiiB788yFawrzPPBeOzPciyE12ImIcigqtRYGmABqpyp4PvSgDscepvvlaAv94diXmvwACkjZmA+QbWTAIOLp6Slms1lPNyBXtQhKBkuWfz4zmIB+2aEyj1ke+Cw7d3yPTGN4SO9QV0QNCQATHoJPmDto4QiJ38/f8JR112g0etF39rGC1ww0LEdOeTk19PDwENPpNAaD3Qag1u+sBKPezNEyiq3hA95tkAIown4wz+g4ZNV86Cgf/ff+dXzGik0AGxuQ2oE1EIUXACX0z/tk+fkAsabZb+o6Ho970RfrF9sanoGtIH0H0CaQwMq4ptkdMfLtt98WZxn5JCqGfHAArcfpOimeT8rTaVz04qEIZcQrSavZW7EAZM+Glr1yhMzI2N6HPYp8n88ZW6/3G2fByN6VO6JfBIaRZDNCmDQbRBjG6TQm2pvsAdpyq3lXpkP2EGBiK04EwH2DYTMDZ6ZGwZq+ngPoZxBjLzkbfPrDbtYIK0oVQcD7qtGDObaXl783QMmRCH9uw5Lp7zEdala8joq4b0QYzX9cYy+Rd3nuTO8Mhmpyke/Phg/AaRryv9M8fh6fu5bP/cnevsf0IQWU+26Hwsrcz+czvGYDpyzfGCCARi1l4FR8BsHwPkadSA9giHQZ9RtO05hmNkCOnNi4bLfbXor+zZs3Pa/ZTpZbBsk03mEjWwNG+V6D31oEIqK/VQWyWrsv87udXH6Px+Pi3btflivzqPVQxB5gA1CgtZ8FX9nI25nsul0E++bmJm5ubsq4uA/nxYAsv5+/6YOdUP8AXh0tIiLlVJTnAuDFnDK2nCrlfiL1yBJjMS8aoAJm6Z8zL85wML+mb15kwTNd7O3SFuwuiySYH6fFsJWcFZdpR59z1BjAA52wPU4BGpR/qOboVUSOQOIUlWUQ4+vy3xDRUQu+t4J3ig5C+WwjH1zIs71vB/fO5/PeNZvNpngZZoB/z9zbhNjWpXlezz7n3HtPxImIG/e9b2Yj1QVVUEJBjaosdOBEndk2thR+oYhCQ08bROzumQMFHbUNQmNDD6qdtOhEh4LSo1IK0xomBZaVSdebb5H53nvj+/Ocsx3E/a3z2/9Y52YmbUtsCCLinL3Xx/P5f571rLVJ5VfVpB6H4kS2RHvJaLFYtJNAe1kd7ygiWmF8uZRnRd5sNm1p0A7ZRsTj83KUo00vY7gd8wlQRpEd4yGtTr/Q9Pj4uKVsSeci1HnelF9BAg1zDAYo8JcrlTyjG0f6Nmrcm7KYjoUxJsg1KHMkbYBhOe0tMzjFbuDl8eZzCZzMMx8MyG6ezCw4i+M6vuvr6wkvDbi4F5k1fVLekgbwyIAu6zNoh99ksnh1D5/jSFarVQta1uv1pMC2aqebVU8ZkcPDw2Y8mZd3AaXefvXVV81Qf/z4sR1oh77wLJlo88+OzTKAHJ6enrbMlmUQHvm5BP8GlykDvgwQ8mKMSX/ams1mbQmQpdbHx8fm9ACB0N48duYVp4iTNB8NMAgykGuyHoAzrxpYxl3vYmDgbKPpOI5j+57sxTiO7ZVM8NZLWtjpqmolGrZHDvo9d8aOzlB3w1xtK8hK2R5CF7LmbIU3/dBtZxDhjze6eJnUy5S2AQYntM94vfpjkGi7iswwd2TJ42JXLPejU8vlsu30u7i4qKrdjlUnOO7u7lq2ieAJGWK3IDrbk3uuXxgcDcMwr6r/s6q+GcfxLw/D8OtV9Q+r6n1V/aCq/oNxHB+GYXhTVf+gqv65qvpQVf/OOI4/+lLbMJpTR6t2uzwsDP7RuBoRHSVW7bZp2rmTqYBoODMYgjFheYKltKppJsJGLKPmqmpOnu+9HOct6K75SUPgaN9KRKRB/wh0ggSetdJbeFFgnzDs57jP4/GcUVZHtDzjuRssYWjgAxENaeZ8QSNjsfNgHvDd88TZoXg2TnYgOUdfbtNpdzsjZDBl0TVidk7QMZeNqNsxcMEIMcesCzOPnSHkHstNLkckj8zX169fNyBhmpjn5+fnDfjwoki3gQ4yTu+MNDAw6Oz9ps9cdoC20Nm1Z7R5fHxcHz58qMVi0QINAidH7IyH3UrIH5E2595UTUGU7ctPfvKTFgVzXtH19XWrheC3x0+AQ3RNZuLm5qa9E/D4+LhWq1UdHR1Noty0f/vkOv82mPLnBlr+HlogJ3yW7S+Xy8mhjwQ0XETygJZhGNohihnVo1vw1MFLLm8bTLFhBnlhrNhw5sVrheyIM4h229vt05InSzwsCSFnBKXOjGODbEOQHWe2HIiwzE1dG3bVY2HJPWmSvme73R0LAK2ROfSAIJNNE5ZtEgLQCvtUVZMAyocobjabtpxq2wbvTWPz8PHxsd6+fTs5yJVdyM4kYYdvb29buczx8XGbL8EMNAb8UmeILXHghc9xsJbXL7Os9ter6of6/7+qqr89juNvVNWnqvqrnz//q1X16fPnf/vzfV+8cAQeqFFqRkAWiKrqpmPT2GJEnD1AaTCMRtFZLOelNafLMy3nKA6glpEcRtc1QR5bRtN2nFbg7NPjddagBwAyM2IH7CyGr4z8bRCcxeBz1wU5c0dE5nRygp+q6QGCSROMtv83rTIiMIDzZ737TKOeM2E8dvI2htl+zstGBb4meElauz3rgz8zL7JPjy2fN/17O0bRRdcuwR8MPeOFzga22Y/nm59xWQ5pN2niiNyZrapd1sJF2JZR+qM+CF4QMLl+jfGbx6brZrOp6+vrurm5aduoGTvnrrB0RJ0HL2xFhn3+jx0OwQJ0NqCCJ/lDFt1/4wj57SVB/vbzWaZgXTff0GGWFBmb6e4aT4M52wYXNJvGaccsK/Sdhd2pG9Yz24fUndRhy/VsNpuAMLJU9lMAL+6zTbJtxM67po1nvYSUgRgy6WXntEHDMLTMGTpqAMx9zsohI66bs94hD2kTzGvX7GaganmxTWQuLFkeHR01OSCr53EwXl4TYn9tWgzDU8B/cHDQsm8Gk65hdGY6r18oczQMw1+sqn+tqv6LqvqPh6cR/StV9e99vuX3q+o/q6q/W1V/5fPfVVX/Y1X9N8MwDGN6IV1Wgky3Vj3fCuz70/FW7VAyaTOU0wifdujPwkh2xmnZcRzbMeleUtjndN+9e1evX7+u7777biIoKAfPOR3LhWG3MXfUyLicmSECyOK4jMpcKMj3CKGBHMYYhaRthI0xe4eE0+VOqSLwHJaG4b24uGhRJW2aTwY/CVRQyDxXxUDNxtfLjL3fvcuA1qDANMqljKrnr+XgHtOG+SHnBurM1Z/3xuk50k+CWhsQgx6n8jEWLuxkHsgjbbMEDQ96Dgx6jeO0vikBOnTzc75MN/63QyLi9uGfXOz+ZHcUz7rOYhzHSWF61S7axUlB91xKttNkTIeHhw1w4bQ5NJMlE5wr7TAenK3fWD4MT2eAMU/oZXBAdsQO07xI2Ux+IRe9IIFMol+CawC33W7by57txDhfCp5eXV01B4xMAB6gHfPJWhvGm2A6s6lkil0bRMafDKvtO0DEFxklbB/3OZNFf7ls5mCXMfI587GPsX21XsJPy0BmXnkW3+FMFMHm7e1tq8nBdvcygCxV0aeXgSk632w2kyMCoIEPzTRIM6/S51qP2ZEJOEfPhuHp5bAnJyft4FLm6+QC9orsKnLhOjvoSAbNsmz/0rt+0WW1/7qq/tOqojrwfVWdjeOIdP1ZVf3K579/par+8WeCrYdhOP98/3ducBiGv1ZVf63qyfj5nVooidG3nnsGRAAMzkTgABL0VO0UCCbZWfl+I+J9Qp6RlZXFhoNtoF5K85qy13AtUIzZQIzTXJOxKDFLhAYJ6SS8XFE13eGDkCKMGHB4U7VLX0JPnCsOwpEgCk/bACCc0+HhYQM6vCyQMaVh57czFQmWSeEjFxiHHshI/pm/VngDTDvyffLI2Gzs7HRtYD0HZyi5HGn3nJjHxVgdZPjqZWf8d2ZwGBO1YWQ0kI99Oz4woKYxTsrf9zKa5oPnTXvWCTsZHytABuTs7GwS7GA8cSTOOLmmw/Lg3/wNrbwEen19XQcHB3V6elrn5+f1+PhYX3/9dbNJRLvmG3qw3T7t+KI9lgbJRlk3HWhZJ3pykTKStMx7uDabzbNt7ZYRnjVdHJFjNwAoDoJsfxzoJf2537bGZQyz2Wxy6jb9YGsNrOCRg+HenBw8GBCS4anavbLJ9sk0NT0MhGjTGTDmZ/3PrC5jsry7Xdqez+eTEgkymmTxoDW0wV+6vnO9XrdjJpxZ8VEIgPbb29vJKoBf8mwae/keoDWbPW3Tv7+/b+8XpA7om2++aXKyWq3aEh/LitAfXnz69KllQDPD5c0jlHE4Iwxo6l0/d1ltGIa/XFU/HcfxBz/v3l/mGsfx743j+LvjOP4uTOZyEa7G0T7Lz51uTwNgwUJpESgLtyNmt59CbWfiKDKdKyAHQbdQ76FHu6fXnp/r1R7Qh9vjSmOW0X0v7Uw/pqEjgpxH7gLCUZlnTh1j5Nx+1W5dnnEZAOXcDAA8bhsXP9+jmdvMPtI47eNJLzJKnpg2lpvklf9PUJjf92jifj2u1Jmcd87Hf3OPwZTnabnrfea+993rjEFPR1Ke05l5zgY7NpbpwLy040iT75gz/2f2MGnow2JNN5YlXKPl2alrEgAAIABJREFUNngWx85ZMgaSXDiFnrz2QOo+cLdPHtxe1iHuk3fTH2fL8Sj0s16vJ4CFJZwvjcUBiTPglkVsjQ/ZpB9Ak0GS+cmYe/1aTrJcwBmk5IWDFNPLS1VJZ8/Jdmff2BxsQD98mgFUVU2y6/hAP0fWzfbbGSDP2ZlPgC20YPzIDPR1ppcfbDzLsZeXl3V2dtbmwTEBfI8OsZmJ+iZnsthdTv+uJ2Ke3uHW40Vev0jm6F+sqn99GIa/VFXLqjqpqr9TVafDMCzGp+zRX6yqbz7f/01V/WpV/dkwDIuqeltPhdl7Lxwn655EG7yvJSMfX16D9fJaTxiHYZikWskqvHr1dGz89fV1jePuDA1Sh1ZSxuuzeGwA6IcomXH4IMQsdDMNrLSOePyZd9alchAlICAoB5kKBMRC7PGSVgXhOypjjn5pLGNyFE1Ex9q3UT6GgvqGYRhaehTaEWl7Z0oCHB97j2MxgDPA9rKQIz3oTvsGkfzOZ/YZLke00N9pcNpztqQHcpwd8e4808Bjy79tzHrP5LycUbHBt2HEUFXtdtc4dZ3L3u7fAYEdo0FIGv99gKwH9vjMRp/MZNVTZHhxcTFZDuRZdjyyTM6ZSFkvxd+eJ3I1DLtXgdgREO2en5+3bCpLB+w+c3DCPDk+BJtEVhXD3wtObBtTFpK+PVpaVuzsekBvHz8YB0uK5rX7QZaw9eM4Tuw89svvdfOFXqNH7GLC+bEM8/j42JYic1nKlzP5tqH2FS5FyE0MCaj92zz2EpqDUOsh92OroUkP2OJTeBYwACjEjnK/s2/cZx/C4YkuIcFneXMCPoQsnOmXMoFtWa1WE1/D/Zw/5Nqxo6OjxtsPHz60rBY1RFVVJycnTd/JKCF71ssEe/h7B0P/RDVH4zj+rar6W58n/i9V1X8yjuO/PwzD/1BV/2Y97Vj7D6vqf/r8yP/8+f///fP3/9uYEtm5rICLxaJtk+wBEwTdyqTxtslbMLkfA2VBgrAsgZB+c80TQuhoBWOBQcS5JFKump5ojQH2GF2H5Dm70A2U72K1qul2/wRVFpaq6a4+aMNv6JcOknk6MocuXlqxg7XwuT+fTMzfVbv1foMpH+vg6A9jwFupnRXk8nIHhiOddC+l3vs+ARE8g27Q34DRkW46H/dj2bcuMIc0vKZt73nz0uDVvLV82UBYzrxbE15zr6NU89cG3vroSNf8cd2T5cbPMK6kkfvycjHztTzzvefOd7zfyffhxK0fDiJ4ngjawMzgnIJqghSOG+iBvKodIKiq9r5Bb5Gfz+d1fHxcNzc3kx1Q1o994D2zCtgey+12u21LaXb0acv2BQ++bDdcM8b/6LGBifWjJ6dVu3pM1yfd3d3Vu3fvWnaB3cCWHfdLH97Kbfml/eQ79zEm6MlBwj6+JH3KOI5tezoHl9peQB/oum+5mjkRANAG/fpwSu/kA0Qgq/YDs9msAXZ8KuNnPPYB/O3yENe8oYvwhwCEOS8WiwY8rQccLuqkAYDt/Py83r9/X+v10zE2HHSJDTKoBDQfHh5ObIJ9GADvS9mjf5Jzjv5GVf3DYRj+86r6o6r6+58///tV9d8Nw/B/V9XHqvp3f15DMCkdby9K8v925BnVJajiOc4Kqnq+48vOpPddArTeeKyM+WwW4FnBPZ6M0hK44Lx4xnO0IaJ/F6uZLl5a9Nk8pjt8MT8M6ujLoNQZJO5zHRHj9xypEbGx7GX/7LhspHBEuQTqqM98Ma2hn8FBAvI02AahLko3/TI67DkYG5SUM64ESB6TgUc6NNPR/ffGZxokb+wsucen6VqGE5wYxBhMZp+WJxvi3jKELztZ75ByXZLBInPG8CNzyCjZ49Rj09UgnTkAwHGy3lRgYJt0Ylzmx3w+bwHQer1uW+p5ziDCOklb/tz2gPHNZrvzoXKnr3XLP9l370rQlHzyfegQ8pOAmv4ckOIITcNxHCdLdvA2gwcDgpTPngNNEJ2ANoMRsiP0bbCVtiP1zuNLH+B5uv+0+94ckVljF7/7ciBvwAo/ev4T4MWKCjWItn/QmX4N/rjP2VnrVNoz+3UOhKza1Q1X1cSnMwbvOPWVPmCfLFf9kuBoHMd/VFX/6PPf/09V/fOde+6q6t/6Zdq10eJvr1enc+TqoT6UzgcjOs3GGRsGBQgayJpor6pahsL1LxA1iZxoPJf7aI+08t3d3STLBLJOuhgw2PCzHOBlNwM8lioXi0U7hG67fTq8LM8WIlrx8hDrvw8PD+0sGCsggmhaEEHxFnPuhfb0TcRPBOc6KvpJ4eZ7Gx2UnqVALnhZtSugtONwxNwD4ZZFyxl8qqpWsO+oxYDMoCTlPeXXtGWOPafuZ3sAjsvpf4MQ0y3H03MoBhzwmeLLk5OTNkcyStDFgBIZsfHHKZmfdghpyD0m2iNC9Lg9P+sLfCLjy1KuZWa73bbXYdi4ZuYPQOHxMHYieNcbwoujo6OWXbBOc1m+sQsss/E9mVDrrJ/H8ZBl4jU9gC2DApa2eI8WullVbUmKdnnG8mJb4Ey2eWT+oifQ3VvTTSdneQzOnaHl/Dp4zEG8w7B7jYhtCsvwVTvHCi1fvXp6q71XCLDh2ENn4gw0DWS32207LoHMid/x50MS6cvAxDrpYvQecADY+jtAC1kndBU/h7/IIJDxMQ7betswZ9qckTd4s754JYEsl1+XlYGb9d9yBD1cF3V/f18XFxd1fX1db9++febLNpunA5uZn2VsHJ+yVH53ae96ESdkD8NQ5+fndXR01ITFh0wlav5iKky7z/y3hZu6Cc4b8YGBVtZE/+mUUT5HHTA+I05SnIzRp5vyvdPzVdP34RhhUx+13W7bVl/S9nZmtGlFSLBlgODI1REsfzM/7+qjL9NlNtu9VJDv/JK/x8fHtpzhSInfqbx8B8DLXYU4D8sT43W9x3q9nmyJ9m/T3TzNbBFZIowmRodCVO4z4MjzPpCJzOh53siTwQ1jyayDwUECvcxO9LIVmbWCN3d3d43WLAkA6OEHOmtw5l1BfAZAMbBwFiCDjUyXW3/9my37XgZxsGO6+L190N2ROy/Xhc526uggdRqMj5oMAh4clAMWBx7WY+QEJ5g8dmYFW0Bmy84vwbeXKhPgAyiRWZahAFw4Rju5lFu3aTlKuUrA7uwI9tlZDewibfUypc5KmI7MjyMRXCJRNT0epWoHzqtq8p5HB7OM0YDdMsHYAZmHh4etEB2dX61Wjd74BrbZEzB6eS31wHM2LUw7vyTWNaKubeN+5N8AlRIHdAAfSZDgLLH9BOMG8HjpFjry/sOUe9tU2na2F9/tcguW4qhrQ1bOzs7azrYs1Tg7O2t+CJ4DLP8/OyH7n/Zlh0YdSX5vZYW5EM91L3aoOHbasPO3EiLk9EFxZkbS4zhO6pEcJTt6skFEcGG2j033b0exXDb2NorcbyPlSM40Q2BdH5LOycjf43VkkEpBPwYqdiy8asHH1AMyDfzonzHZgeV3NrppMBgLY8NBGti5vTTklhXT1fQH0JkP3nXjTELPqbt/z89RKvMwOONKIJLK3YvALGd5v0GoLxu4zWYz2f5L/2RtKJR05jKzC/x2BpZn/FoH88BjRuZcaJ9y72f20aEXcOWSvGUg22O+LHUhy3a+OBbkBidTtctoesxepnZQV1XPQI4zCNZBaMm4nVUzH3zIHqDMu5AsKz15MYhOu5BO3M/n+J1lRKf2gTCeN63QDd+LHwAEk6G2vmfGkud8HlfO02Ow7aN9Z8gcvACa+N9b9m0rerbDgMm0Zq6uGTOQdtaNoBD7xLgz2wgNyXYi15Zh88XBCzwx6DINPDbLqPv2xdx9XAgXr6DCrvsZyzvv6fOuOMZEFsl823e9CHA0m83q5OSkGYaf/exnEwamcbewE7ERZSbwQfBd3Gtl4myeBDc3Nzft6H8QNu3RF4KGsI7j05Hsq9WqLi8vJxH5fD5vrzBwWpZI3I7RoMGGiP8RwPX66W3Rp6enzxxKVU2OYXcK1gJXtXtTeRr0zWbTlhlWq1VdXFw0A8scMmKxEaDNfGM6iugUaUbJ3klIezaizMHOkuU1aOAomXlCXy47qZ7jNA+hOUu2KKnPg0kjB22zzywS9tlWBmrIs/nmtr6URbXhS0fKlUCg6imSns1m7XRn3lWUQPHu7q69bZ5+0AeCFs/JS9j8hl9kMSx7PMeBcL7QORyiDXim64kwWdZNYJyGHJviM3psbGmDzKGNOE6CV4oQvTtD7ddnoF/Qx0sfGHJsGM7LNo4lJC8bGUjwFnkyTrmjh51iziDj7Dgg06DA+mGaQyfkNu+Br9YN61VmwCz3vc+zb5/rVlUtm+iyBfq1Y/V5aFW7bD3HLhjMOtvvLBivUGFXIUt1+ASWU91G1sc5IwaP2WHpYny/3sZLk8ii6Uo/zr5Sw8YckTGSEjwPHdBJVlpsx73EWbWzxT77CB7aBjoLu68uy0ECNGO8zpgChqEFp2cDgp2Z5PU+9O1apd71IsARTLi8vKz5fF5HR0dtG7ijQysFqBhDxWdVuwjWn3spgs+GYfeen8wqwEgUDCbyG6GjfoD/MebpzDNt7rFk2xjIPHyRE6bZ8kjE9913T+drojSAMRs6p2i5nDnKXUjQgNqMXnQCHbwU6SUklJEf5m+hhxZ2koAc0uyOhGxMe9kVtoJi9EnB8pyV29FUZnwsmwbV8MLLlQAbthHbgTlyxVi4XYM8f89luXXEaKfRc1YZRPi+vDcdkOsicLAYZpaMnAlwNgg+5YYBR5wZRfqoABfHwmcytXYoOWcHGABY+M1YOZTVYMa1UvAWYG7ezedPrzlgOZvx57gB+vP50w4bgxxAFgEG9Y2cip3OAb159epVsymWzd67wsxrb++2fDnbAK+xYxlAGqilnOyLujObxX3ICIDO4MeynfJqOc57zDfsBoAV+8KSIfVA1FY5iCRzZlvsIDYDA/QesMHyMstk2M3F4un9fvSXdZ0JdpkreuLToTkMlDbY/cg7K5lbVbV3kAFcnJFmLpYnnjPwsA/EtzBW11riiwGk1OgiMzyHzYeelikf3Ilu0MZqtZr4pMViUR8/fpycz+TAF95hp6Dl9fV1K6sgw5Ry5OuXebfaP9WLKAWk3hu0lYa//bJYXxiAquevJuBzDKojHtrHYRuY2RFwmi0ItKpayg+hyhQeQgYqpy+U0gaDTJNBjY2MaeKCc2cXnBrlORtr7svfzAvl4d6e83b05zk7cveSWs+gOkvgfhh/9mtDAvA0yLAipSE1fRL42OkmuLAz9o9lKumFHFMDwf0GYumM6MPjteO0A/X8PJ4vKXzOJ4MBj89jePPmTTumPzOcyC//w5OULWeSLKuWGesMYzXQ8o9BDW0SQXN5XHZI3L+PZuYlBtlj48f0og9qT3wcgMGLM6FkKPiegu2q3YGoriFiTil/PT57zJ4PfHCWxfpquvVkzbqS+kLfPT1J529w1tOpfTrhOQJcvbzp5XecpJeMcMq2T3amljUHlIwzs5UAgqyDcr2m+cbYbPfQa/st+jRQBZDxOW1TuO/g29l8gxgHDOv1uoEsxpNlKAaS1h3bJLbhWza9s8zyYVq6HWSzJ7cOUBg3NZG2A9kPnyEfZGAd/Oy7XkzmyFmMi4uLiUFwhG8FHoahfuM3fqN++MMfNoRpgcWowmR+A3BA9lZw0qFHR0d73xHE27aJgoyCnenJ7BBz9Pg5xBB0S/Q5nz8V+IF0GZdPJkVgGAtzcLRrsGVaWCFd9EbERQQ9jmMz1igQRatVzzNhdr4WaqdB/ZwNEuOnLRsFHFQaYxs60xjjTvrZS27ONlmeHMXZKNIe90ErvsfR2MlzL1lAR+WMH+dgmqUzyF1gBkueb0/REwx4nqkTPXCVzn8+n9fbt2/r06dPk/HZIdnY0a6Xnp2584VMk3lM4Gmn47n6tw2327ATRIaRC9OeXUuOkJEJaMbuTcsGPMSJoDvUJlFDaQDoc75wSsgUjpVlNiJxdIF7KXT1HO2Mq6YF9LTPWD12sm04EC/RmFc9OUmb4uDEdPShmWT2OGAweWj7ZX4iA/xNlo+l+3EcG80ZgwvxLT+3t7fNptOu65B6tssgkyUu7sFXOAuHLbdNdIbRIAHQc3R01MC1M37Q5u7ubnLWHUuz19fXbWUBu0OfZOLRV79T0PT1OGxXbbstb86EWVbgReo7eo7cstHD8gV92WiEnR+Gob777ru2WpRBTgaz1v8c9zg+rfCwq7p3vQhwxEWq0sqdRt+G+9WrV3VxcVG/9mu/1nZZOAtkJ1i1W0ZyxgiFqJq+D4qUNJ+9fv261fZgROmT+gKv7zJWK7cFz87SKUSPFWHHuWLIDg8PW8G4DY3RP+Pw3BAc+s5Iid8ogQ/iPD09banXqueFkZmxMuiDry6Q5HLK2iC5F3FmXQL040RzonAOgcuIwsYv5an3mZ28gYmzF34JMVlPAPMwDJP3S/mykaXNdAQGawbPdkT+zBkdzyvp6Hsc7SdYonYCRwK/VqtVbTZPu9lub2/btn54ZFkDlNpouU7MBs6FtFXPz27ZbDbt1QLOpJhelmPmRlYA/eOzXC4B1LCEPQzDZGt0VbVdXsyFQAm58sncjMGvsbD80Day6vdXAbRZPsnsrYG65ZqfrNkhEHRtzjjujstgeQa7mnWVDl75vweczC+DDINjbBLBITUqBgupK876+HMybQZOq9WqqmqyVO+gkuewT5YVLsZKxgkdYydn7qQkq3p7e9vsJgG+Ay7m5uNMzCOW6B0suBYP8GNgAw8pM8EekhHjXgfajAfwwdjILiHHDsid1SLDAx8Acj7zyMEtOsT40XnaQKawOQbvbPi4vLys5XJZy+WyPn78OJEpg1g+Z2y2d/6bHd77rhcDjjJFbsPtieU9RF+Hh4etpqDq+VHuXnrBoSQx06HYIQ/DUG/fvm0OD4EjOmCdlMvAJBUQ4QEQWTD3oV4LQu7aMshJB8gYezsUoI8jSu5PBE4b9G9HzPiS9nbidj69LEdGjeax20pwxI/X4nPNvAcavtQ2z5pnNtp26J6r0+2OFk1rZxygjR1Pjz9cftZzMDDyZ8iUs5m9y0406cH4GJMzOwZvWXhu2czMRdU0++blJ9OzR2/0KiPUzOTRhh1xZqGdzXGfzoYydtf/8Jlfw8M90NnOBJl0jUXaGM/Xc7RDNX+5z3JmXYT2BmR+LnXN9OFy4JMAJ8eyb4yWzTyXx1lT06NqeiQLNM2MFJcPjwVweCnWRdCAbNOpN37Pw/aAy3Tl+ADTlbEyTtu8DNiRFdPGfsc8TtCf8/SOa2rkNptNnZyctHZ8TI77RPYNNM0Dzy0TGIwD4GWgl8AweZ3ztL1wdtz66PGkv3JCgPY9Vy8rv/iC7KrdWnyClH2RLhmc5XLZIk52zqB4oMm7u7v66U9/2ghI2vzk5KSdupmOlMyRUfrNzc0kFQdKdmTKOL37izR61dRBOeIn7ZnKZTrYkDM2HJIBXwIP90OKnna9jJaG0alRR69WbqN0njeKh34WaqIR85Rxu23Pw0DIRhLaEwUvFos6PDysi4uL9j1RiA/m85WOmD6ggelnQ+KaKEdV0MzzsyFLkJMGOAFPz3nweQLvBJ6OwMyjff1bZqilYIl3vX46N8TOEprf3d1NskfmYQYJ8ICUOvJC5G0aMjfXOv36r/96HRwc1N3dXf3sZz9rO0tN/+QVwNX8B8RQtGqnxBwYG/LlF1+6XoNlAEAUO/5Wq9Vk2duZhJR3O1fT0EDH/EMPeqDLco3NY2cly30EKs7oIKPeLJGg2g7GY0zbhxO1LTNYNn+zDUDHbDZr57c5U02mwZl6xsSb6F1Ab/vClnBolP0zXmhKhp5MH0tq3p1lP5B6aL9gfUsAxZjPz89ruVw2mbWckCXK4IelNG8IYY7osI9xYA7otX2mM2XuB95mIL1YLOrt27dtfLR1cHDQfLqz5KZHZjy9umNghg2az+d1fX3dxuTslAGsbZrtMGNzH/uuFwGOHB34SsFNJMhESTteXl5W1ZOQsX6OchoRs1b88PBQ7969q81menInyzMQH8HHGZL2e3x8rNPT01oul3V5eTkxODYM2+3urAWvITs9bcNYtUsnGgAwJ/7HGEATFD8ROQbQFf1cuV5shbajsEF0/Y6BA5cF27yq2m3bz+WzBCdu247WRsYKRqQCnwxEMD5sz84x2eF4LM6E2XBbwQzubFjYFuuCU7JuOGVoBchI0Ok5puNHhuwA/YzHngYiwVl+j1zc3d01Y0gUuE9Wq56O92e7Le1a5gyMAFT8bTBjPTeYIBD60z/90xrHsb1jiXbcNmDJ8ptHSngejM1gyADAjpzxXF5eTiLecdzVLFJUCo/RP75nHD4l2ktZPkOHZ8x328ztdlunp6d1fn4+cWYGJo664aVlk3nlexstgz177OyCM1nOEGPrGIN3No3j2MAmc7RM5tKQdYZygpubmwYEttttHR8f1ziOzfHDe97xRd2YwaEdLbaC9jI7aBrMZrNW/oDv4HmASuqMHTpytd0+Heb45s2bZ7uwvOSZACNrFtmezrxyiQwQZd20DPQAnQNyfPRi8fTWhe32qbQAGWX8Dojgmeeedo5+1ut1C+Bfv37ddh9TRH1zc9P8PBd9WN7S/wCofWRKBoR5vQhwxIQcTSWi603CzscMrppuU+9FxXZqRsNmIoKHkPhN8GSc5vN5ff311616nkjaJ5U6UjTqpx+jcMbrsXvMdrK+J4GQLzsKO1D6o8bAzt1jYJyO3CyI/qEPFN5GuWccnB3p8dxj9rhzLl5Ky2VGxgrt3bblIufssfKM6e3PiJowEHby/J07vSxbmQGykUo+++oZGuuR+ez7bThsLNy3gRXOpGdQmJ9rq1jutqHyvG28LMvwkjoDLmd9aPPq6qq92dvjR/4tE2lXrDOWGWevfZq3nSjybJmyTDvypq3ehgDLo51/ZgwNjAxGLDtkzw2afW/KUNpDxsW8cCTWyZSPpKMdoQGf23DWyLw3GGVMftY7P53NtYySaTk4OJhkfk3nqt3SD7xJ8OW5cYI4V8qt9Sf/Tl3u8QG/4kwYGaSqaj4l6QdtAGTYntwZ6xIOgJ5lySsGrsnyXDLYte/kec4DJIihLzJUBlsEC55TgjKO8vHxKNTfmdZpu1LmTfPZbLqTFV+973oR4KhqKkBW0i9dm82mnY00DEOLdFEimHNwcNCW0GAmRNxsnoo8KQzkWdArO8ZYwprNZnVxcdEiuoODg/rJT37SFO7q6qoVjTEuDrhDmDwvp8QRWBTd9R0oORkr32tBMICxATBt08B6vTsjeAsg2Q2fvQESR6n5zIbGmRz46qxaonzu6Rny/N7ztlPw+TMGwY7QedZAhed/XnRhpTPog0426l5izAyQDYZlnzl5bqZHgmyPi7Z6BjyvjNR7WSGi/aqqd+/e1dnZ2cSwMm7eFm9Zpv6DYIO+LJfIBob8/v6+lsvl5KBMolQbVtc42UGj1wYPHicACDpaX0wrHwDID2ObzWbNIQB8namG7sgddoU+sTUUtxMd49xYOkjjvlwu25lHPpkdm+XLy90GXs5eQ0dkBRrnoYgeQ9pqBwJVuzN2MmvgINEA1Me3MAfsJTLJ88zFDp7lJDIN8Ndn5flgxtRP66U3x+DkyUxmkOvldNr0uWzeAg+9UueYD3Pzcp2zaz700cDLdttZNgOa+XxeNzc3bRmbgnHklrH2QLV1h5URyxW6dn19/azuFr4bCBngGlyZTsj+ZrOpjx8/Nh9MTbH5b8C23e5eE4XsWrfv7+8nS30JmvN6MeDIBNo3YDsxGMh7ahwhQHRHcScnJy3l6GiBXSWkCX1AGW0hAFXVnMDBwUG9f/++FotFffXVV62miQj64uJicqKnDTfzzajO86Q/R1iMFQNmRfXfCEUCLyujaek0fzpt091CiZKmM81MQaZsneY3r78Ugfl3fm7lgF5cTlvb0BoQMUa35ygGWcionjEksPIPY3Bkbsee0VgvEjI9+LFxshxlG0nLBIJcvUxt8tNz8vJuAm/S33xOYIBT9lkstAeocFTsZT2PEd1OGc3MsbMsPX7huAxomKeXwap2mVUcFss5NtAGf5ZxxltVkzONAAHuDzm5v7+fBEaOdqGjs6PIFjvpMgOZ2V5siOUTIMqYe69vSKdM/wkuU29w0FwsbVseoYE/N30z6GEczjYhf3zPMQEAe2SJ4w2YH7VijMWHZ2JDrMOAUebmbCMn8nspFPqYx1zJR9tq182mrvnHNERGWMJFF5BnB4WWfe9IS1/FvN0nyQLatRx7pzfjyOxwBmyeM23Ac29y4VnLOu307AJ/wzdvUrAc9a4XA46qaiIEjmwsAI6UbJRMfG8P5PmqajUKBh8YPIjH+jWCw8sYq3aKCJEXi0X9zu/8Tv3gBz+on/3sZ/X+/fu2XrzZbOrP//zPaxiGyW4GK6ZfZ5ApdhtXFNhA0ALNPPw+OJTUxhk6eD3dzpbPbKigixXDW3udgXL9F4Kaip9OOXlLzZTv7Tl4R19eugAAu38vZ5gO8NRZtgQJVjLa89IFhoT2HT3a0Bi42iDaEDn7lkprAObxGBzn5c/SkSaA6v3tfllWo64o6xnMz6urqzo+Pm6OxvVpaTjp0/2it2Rf0UEAjYMg2s3LmWBvtc/lHNeq4MDIHAD0OB2c+xzxoocJyqARNDQgoZ1xHNu84CcZMssX/282m2afsFtVO7tkkAHdsEWOuJ3t8RK9gY2DgVwG4V7GZqfMd9CJup5hGOri4qLJABkyv+7HhdJ2cgR6ZFLIELD0atsBjXMTxunpaVXV5Nwp9Nj1UThy+Ee2An0B+DNO7vG8eflsgkJ029kV9Alemd95f/LG/tC71JjX1dXVBOCmXLnGjFfZUA6CfFuembd9AEHS4+NjnZ+f1+Hh4aT+iPus78ikA5SqJ6D4+Pj0UnLuYRMBAJ5g6+rqaqJmcJ0wAAAgAElEQVT3Xj7kYpzwlvE6o8WyXe96MeAoo25HIlYSLgQW4c9TolNZfNlA0PerV68mxh7BwVhxH33c39/XH//xH9ePf/zjlhbm7cBpkHm/EgKPolsBcpxeNmGeCAvRJJGRDzhDmTgxFfrhlHxmhg9OQwnswM0LnkGpHFn0DDkXygzdXEDI/RgklDLRP32kE/R9dpqOVv1GaDs0HKAdhqNQfqdx8XIQ/Rs0ZVRn8FVVDSxQZ+A55rx4hv65HwPgaB8aWTfgZ9Vu91HS3n8zb+jsAILPOLfJOlO1S2E7qjMITzlh2YKxIW/w4/b2tr0eo2p6yq6dGmN21gZDymF5gBk7EINhHJ11yEsvmWlgaQ1HaHkhMIEvyDz0hEYsp3GqcGYYaAvnh7y6MNfL2zc3Ny07nsXNgJtekAHwzQyKMybOwmdgYf1IMO4sgovmyQCRQWKs1gecI0DPYBMbx7h8VpLHwjIbICFPrKYNl1OwIxH+81meLG1AAkAmGPASWM4rA0RkjqwNGxXMA4NsgLQv5MKZlqpqO/XQbwfPBnvY5IuLi3r16lUdHR21dn1cRe/ARHaN0p77wU44A2s7k+fgIQ9e9nawC++8qQY5zPIB7Brfm++2j1+6Xgw4smPNdLWdS/72976f70wwniGyd4QAaAHB5zHtCRRwfOxyg+koWs/A2VihrJlWRSk85nSyrO3muRYYHUcUjJ8tyxgQBMWO35EzwmMg4JqEXE+2g4XOKYB2zAZBztj0MhpJC/PabSY4cCbScuP7Sfv2QIrby10hSZsce8ql7zHwtfFAgQ2UbYw9h4wAkRvT3cYcYOd55Vj9vOlmHaBdnCpRt8dqx5pZB8ZMEIJj4DnGZgOZOmSaWJaYix05Bpo5eV7QzjaDYIXAARlyJoA+vbSIc/VcTRecJSAkI2rzK3meINnLI+aXAfe+7KB1yrUxVdPXRtgxZ8CQcp3Bo2WQuTD3YRieZWNSj9AJ2zzk1846+ZgZ8nEcG0B2VtZ8xO7D46pqzhh6Ouvm+rmsq4J3Dm68q9Uyal2BNvgj26RcQmdetGFgmckD9+XnbH+cIUS23J9p7PpJQFAuFdKXddfJiwT8AKt8R6kDC3wSvs80tt/JYNnJAnwjdtxyu+96EeAonZsZ78+t9C6Qxsiwpl+1i9LW63Utl8vWFgLvZadhGNpbq61AVdPlizTIXt4iUjFAM5NtCDil1tEy7Xn+RAQoMD8XFxeT9WhSnY5AuZeLM5pOT08njq5qt+0URUwjn4Z2n/P28o77SCCRDgTDZ6NhYEI//G+girLj+DKqqJoeOOjvvD29B6RtRP1dRkB8h5PHyNI+bXtJiXSuwbZ1gTGk/NEP4No8NoizofAJxLk8YmBgo0X//m25B2xzzg98JuhAN8n4VNUki8O4TFPmst1uWzFtykPuRPS40UfAF/PFqNqYerkDsMF8oAF0gU/IWG+nKCDPss64GYOXKpARj4usAX3RTu8wPTszB1tVu+wk481gApDBd9QX4Zzu7+8nBbyeJ/KH/cplDMZ8d3fXMjDODNox0Q4/zAF7wHjQtQQ0zjy50Jagka378GI+n7fjIJAddNmZJfRzvV63M6E4toWxf/r0aQI2nNVCPliuwh47Q4XPAtQOw9CW18ZxrJOTk9ZGyrl10fewnOWle3huO2tARJBtvfDbDJBr5NBA+sOHDxNdoP2bm5s2T/qifpDMzzg+LfvZV9p2QhsH6tgIg3qypNhEB1nQme/Rw+TZvutFgCOUIB1DZoyMRB1tm4ik+WFK7w3QZhpXGmaK6lwvQT+ZsUHp1+t1nZyc1Onp6aQIjQgGRUUJKTrDaXjJzEbVaXQUCWPDGEnJ4iAtKBjCYRjq/Py8vYsH4XE0hPGomp5o69qAXrTIjwveoaGPwOeANkcwXL0ItOfM/bcjJAMDhN8p7/l8PnkPkZUyjQ794zgTvLgfFJHlMvMP2TOAq9o5vIzCuRfnzv2LxaLVBGCAXJ/h7IN5YhmhbehlJ+uIzkA4/6et7XZbq9Wq6cG7d+9adIZzOTg4qO9973t1dnbWIu08Z4r5uUiXAAIglmDIMuNxIivQDedmOUEmaJv+bThtLzLaZidRZinQSWhr4256pxMahqGOj4/r5uZmEqRkwIiserOFQQWfMS87YDsJLp8M/PDw0AI2ZMTj8FgBoMiCQY91E3p5uRX5ZNnVAQg21XPmeeQMxw+/HBhAU0A1Y/j6669rGJ7OwDs5Oanb29tWQwp4o7/ValXn5+e1Xq/r6OiobeMHENzc3LR76Qua+ugWyxpjM3iHJ7ar8AFbw8GX0AMZtk1n/gn6kT3rE3JK3zxnvUeuvZsN+mM34BtLxw6yHbAhGwQq6A78xl7ZBjhIw4ayI5QlfL/nE8BkHuLf6Y82T05O6ubmpgHmxWJR5+fnDUT3rhcBjtLoeaKZtXBmoqom9Tt8jmN24bCZUDXdoWNjA5CxgXK7PUOQ2QyUAudoZ00kMgxDq2VAUbzDwc7DKenMYuU4HAkhnERZ3nHjNDBtI9yeQyqPMyHphC3wdqoIq7fseimNCCaRPXS3wUQuEtDwm3ll2hXeZMEzn2dEbqV33+YzFxFNvuMJGYN/ZFxcfEltDAbPMmSwiPxQPOg6marprh3TiWyagw369Y4oO2HLlNtkXvDPR2eQgWB+ZDOPjo6aATo7O6urq6tarVbPAh/T12PKgCl10HPiMn9pyxknnmMeyCd8sHwbaBkAQSv4RERr8EU/1l1nLwE7tOUDXE0Pg5Isnub+nqPM7113ZhpD1+VyOTkJn3uybg4aZS1N8iJ5aFo7MCOYQzczG2UgaJDYA2Te6u5CZss3f9/e3rZDgAFABwcHdXt7W3d3d8/eJuDDHm1HcpncQJpMIH2n3Bv8OJOG3SAY4ll0GSADGLJMYWcI9POyjGJzoSd/O7tG5tQymS89pm/bfweZ2P/ZbNbsnO0OcgEfkTP8EdlH+wYvA0MzZ7acPeY588YH1vauFwGOQPbplNP4paPOyMwFxtzrgmeUjDZzWQbmOgLGIEJQ7vUZFFYOp4Fvbm5qvV7X6elpYzzryeP4tFOFM1Nc3Ed/iZJRRtA5NEAAccJE3RwOxhzT6DjCcQEk32cK1nR3BO1IkudIc/KsaeXImXb9klPAGyCSNhwNmX9WRlLu/I8BNiDgPp8cm1mXdK7OzvCbOXoZw2vijJ2MkjNls9msLQVwRotp6fM60AeMA1GUM4Q21jY0tOUaOsbspYnUGzs5/43hxYAul8tWhMrYV6vVZCxkgk5OTur8/LwuLi7q/fv3re00ovDW7zCEnjacXv7N2hiA5O3tbZszAJK5+hyjjGLTzjirR/vO7JpueQqvHSJ6YmCKA8PZ2Zg7Y522zsEf/ZCBJrPhTLKLmC3b2LP5fF7v379v8ui3BqC3dmZk5ch6kfHg8u4k6IEMUuzL37PZ9MWoOSd0H5uIXmM7VqtVrdfryQtlWRbkNwcqWq/Ozs5aJssbUT5+/Njm7pIH5MF210GZ9Q+6c2o09o06KAN9/Ayyjjzf3t7W8fFxozMrI/DNS0b8ZJ2O/R+yg/2gHcu4N8hgOyxz2DQD/aSFfY5fa0ImyFkiZDyTDMMwTM7yQm9fv35dl5eXbaff8fFx2/RkOsILaPHu3bsmA4eHh3VyctKe610vAhxVVUOHRqMmIAyAkPwgGDDbqW2Uuqqa0+QgyKqnyOH09HTyDMKB8Xr9+nUDMNxjsGJFq6pmkEDIGAuDGSsc6VPqnzBmBkrOYqWz4DfFfI4aeY4xm7bQDLDleo0s+Mwo1I7GqXcLtZXcwMZOjHV9G15H1ERxzmhxJViGNhg5K6xrPThWgSMUEmQxdgM7fucyIP3gkLyjhXlDT8Avxahv3rypi4uLZ6+04P505BjZ7XZbFxcXbVeNgSDGyNkDvrfsILfQ1jUkyIozMcgMBt+1Dhjj6+vryVLl4eFhowP9cxjru3fvGu0cnBiU0h+G3MDYMuAlJWfa4AnGFF1j3FU1AecZ5HjZB3nMPkxXxprjS70zj82jHjgz6MpsTDok2xS+R0YN5rBF0N+7AAF1vJuQNj0+60IGjQQ0zpTRb2bMCFbInPayKvCWw/scBNAfffAuO9u9i4uLlg188+ZNXV5eTkAN9Lajd/YKGjsA6fkglpFsL7JdyjsMGizT/O1sI59xhMsw7A7JZDcnNajIHvd5JxjztK9yBtI6bpmpqtafs2X4XdsZzz9lFl+DbFueXHsF8MP2OchzUL5YLFpQNp/P6+rqasJTdILM2atXr+rq6qrZ1YeHh7q6upqMqXe9GHDk9X8uFCmXeJh41fO0P/eAWBFmLteBuA9/b6Y7IqZPRzYIPZeV8/DwsPVnRgC8WGKD8X7ZrdfWEXIbPkcqzAPFsxHzvJIW0MEgBsdiY2YQ4ki5amdordyufegZdbfh8dgZeXzmdYI/08jRacoFz2GwzDPPseeEPUbLXI9WfIcxwTmP49icM0tSPT7RlqMlR8kYPWjrc4agh8FeBhzMz8+5/eRFAivTgPljlC1PtMnFchsyY7nOui74YTDC5+YnMmJjzYURZf6AOGc3PUf6sRwnGE65qdoBLdftJY3SVpkn0N8yxGUgZpnw9/QLHXugyfYu5Ro+UPPj7IXpixyaDwYw6/W6zYvx0L5tjAMHg/DMHnicBv3cm/MERCVt0BVnrr0Rw/prmbAs4FTddtoEPqMdZ2mrpru3AGwOzMxndMe8SVnJ4xpSdzznXqYwaxTdhnXdKwnQPnkAnQGSaYfyWQdDlhHase/A3vEcNs3ZKS4DfPPF+mE9cw1T73oR4CgVJIU+Iwr+d5EgDrpqumPAhdZe05/NZnV0dFQPDw8tys3nnRFIJEua2gbcBuXt27et9sLjQwjIYqRBGMexgSavB2fExXIB0V/VFEhV1WR92kbPNUeuZXC0YuXFkHjLtT9HyBk/fDFIySWIql3mxfVPvhdaGrhZZgyo04kZaLmWizn6smxlBMIYAMSWH9PMvPfJ6Czd2CDbsLLEZbpTw0Q2kWUBAzfm7l0gpi/8s8FnGXA2m7UdJdACx2LD0nOoGCQ7E5awEsDxHFH+p0+fahiGSdGsQZCdONm13L2FPHt8zqxW7QA7NGGuVdMzlQyGq6pl0gza4Rf2wAXpjp7tiAyKrCMGSSnLKXuep2WFsTBPgz87HfcHL7I4mu+sr9ZNfmcQhhw4AzCO42QZnL59dhL3Uv84m83akiz21VlJ7/pEDrzhxvLiWiNnW+1b0KecC/YRmvb8jp0w7VknmB+vmmI8ZD4/ffrUZNXBWAbj6dsYm7Mv5q8zUdh3vuccPG/+YLzIiwMtZ6yhC7bG9ToAUcZzeHg4CXyQKYNqbE/aa8aeCRDa8cYTisORB/yv9cdyYfBFUHRwcNBec4Qc7rteBDiq2hlJ74ra56wsHCy/2CHAfCNoMjhObyIMm82mVqtV20nlfhKZV325SJixnZ+f1/X1dd3e3tbXX3/dluZssFgCssOycKIs1KMwnlRmr097vBnFGCwkmLAj42+PDadvWtBnGhsbGNpHMby1lfHYwCaPbfC9pdSO0oqAMuCovTzWi1jzYqwGUhnNeayZxbKjMZ8d6fGMDS58c2bDoGuz2UzS9Nx7fn7esqQGwhndeoclBtzGNw1i0sfO3p9BdwNcaIHMkxHlrfGMzdEjvPJSnSM+2vJJ1cyXOZEpxpl4jgmG+N8HOkLnql2dlpdU+D8zIugK47Lsow/ItOmb9s2O26Aq+ZLAP1+pYedgG+g2aZedsiw7chzKbDar4+Pjury8nOi7T7Hm+e12O3l3ZAZh8MhyY1DDWTer1Woir87ypzzamebSPvqELPYOa8w2nRmbz+etHpAdlhxsiJzjPxwcQdfHx8dJRoIl/N6VgVnqGHT3ku84Pr3clZO53beDY+ueN2U4Q4itTJmxneEzZ3+TlrSZx2F4ByL0cvBiO3l7e9uOCIG/VfXMFlBbxg/POwuYSRYAOpugoMnR0VGdn593efMiwBHGx5FL/k4wwmdGti7EIlPklJ+jGdZoqeVAIGaz5yeaMo40fPsE3tEKa5yHh4cT1F+1yz5hLAxgepkWj8NAC4Tu9r0zBYHMyw6UPsiy8H06Fzu/NOzDMDTjmuidcWS0km2bxq6DshNNB+352Bhb2dPoWJ742zRKWeOzNL4YBjs2agTsONOZ5jy9s8ZBArTEgVhObZxyTmksiEaralK/lcbZ9Elaca+je9MYJ2Q6fPr0qd6+fTsBaozP7cNfZBJ7ACjkVRGWLYMrjKb5nyDYc/TnPl6A33a+zBXZN0ByO34mgU/P4fXo3QsUmHO274xqZniyj+RzBg5Vu2NMXHNZtVvKwc46G2r5cv8ZNORckXlnS3IZyPRlvL4/QVc6dH+WetuzIQYXmcW0rU3/YJuccrBP/szH3lhoKwGfl5OYhzOvjNEZ6J480VcGpz3giMzzd2ZHvdzqchB/57FZRmz32e2KPqcPGcfdae7+LhManpvlHhnyfNMu+XoR4AijY6FNJqWj5TeRDynEXOO+u7urw8PDdvS503F+sSVM2W639eHDh4aofVkAHfn2DC7Fs17KoA1fIOvHx8fJCdYgcZwEbRsAuE9HL34xKI4GGlbt1nxZYkiAZvBiA8UZPiBxvqcwziCgqp5FJI5gGQdtcbngkj4Yr1PQKIWNpI0gz6ahszPtAeA04pYB8zsLQp12TrnGibnQEGfuugjLAnQxEHEWg34BJF5r9/KvHauNpPUpaz+SJv7/S/rJnLbbbUtd39zc1HfffffsHBj/oAcYUz7jmevr68krBMxT7nVWzw7R9/aM/z5waGOOMbUzhz8Jog3q0zAbBOBsHGgR6TMWatTMQ5ZQq6ZnvWD4LdfIeeo9/aF3PXvK31XV3bCRsku/0CjBCXSxbqBHfG/gCdiGdsk/6Jj2Afo4IERPsLG3t7fPHLyzVIxjHMfJy8hdx8NYeM7AzlkPy4D1x37A46DfBDPMzWDCxePemcy9DnSZ12bzdJyMN3IgG8440Q9yxcYk5IJnySYdHh7W1dVV86OeY2YPyd6YzrPZbHIqPXThsFzvnvS4XS7C3JEf7Idlmj69lLfvehHgiCuzCVXPq+mtyBAVRfXBU47Mbbiz3gYFAlgBTKp2SxEJkjAQdiTpVJ3WZ5tp1fT0b0di3qLpGiLS2MzBL8VlvIwPBbHDQ6EMZtLAkj6GxhhUnDN1U5eXl5PDLxMo8reXNOGZwUpVNSfA5/DKqD6dDBd9YUCd6Up5cWrXimEFtuHuAaZc77cBtAHnfu5D5hLUYbxpm5R91e6oBxtbtj3TPuCXXTy3t7eTM5aS3lmom3T0clYa34xk/RzPQi9omRE/uzYd9RogABbZveRltaqnA9xYNnP7GL28HEDlSyUzOGHcPGc+pdwtFotWv5T0SGBu2jmrYB55LNAOubAtZI6WQ3+2D3DB9wSAmYGy/tKe6+T43MDKzt7zM4BBTg2YnF0kEGBO3GsZhi/MzdmCrDnlO4MMShfoA7n2spfBHLSkz9vb27bEBhCFfl4ZyOMbekDcl+llO8l30MA8N8A2T9EHlgBdZsKz5oGPkeBzb9lHvhmTbRPyAUByNno+f9o5dnJyUqvVqs7OziZjZrwuD4B3i8XuWBEHI/hHZD6D2gSZtrUGSsYArm37Us3Rl9+89v/TZWOQV0Z4Vc8P9bKDM+rcFxVkxIRzcHFXr24jo5h94+NaLBZtOaA3p1wC8uUUsSMuMzMNO2jYNQgZbVkpDTY9LhvIfMbGmHFDfysU9yHMPt7dPKM/09jgluwW47ThSHlxdGIaeu4813NWNlA9HiOjAGZAqQFeXs5aGJTzG5ptt9t2+Bwyi9HDKLMeb6NhIMJvL7e56NCBBfOxkbKsJ50SADiDQnayR98s9M7o1w7QfEpa+Uwp0z8d/5ccUk9uEkz7XstbyhD3WEZ6Wbd9Y+np5r5nHAwYNGdG0DUw1gXats725m7AZT3fJwN2zAY8lgFk1T+2KVVTEIcdto03z6A/dpw5058zOdzjuVU9D8LT2SLb5j82y37C7SSPe7bJ/PV9Sbf83A7fmTa3zbOAT2xTlibQNvRljuiT70eG0EfOZ6Jd89JAlQxT8izlkb9tAxOoJtC339hHV35nYIocWIe8fJzXi8gcWXmrqjt5C/Pj42O9ffu2ZYIQIIymBXMYdhEIziVBxWw2a1Xw19fXTem4XMuUUYENRNX0pNrXr18/e9M1kbzfC4RQ+Th+GyKiQqdM3ZbpRPo4n8WROPJ2WtagEroy5+vr61qtVhPa8RvjiaMmk4IzY8eRTy51dsnRQy5RGeQRQe1zPDaMfJaAzbJlYJrZKRsNZ/rI3pA63mw2dXV11ebPOGyMMVTQG2OeQJ52kCH4Rz+cj/Tq1av6+PHjRA683dVjMF1MtzTcODbvxHKkyTPOujr7aANu0ETb7GRbLpfNATI2/0bXoAH64HEzr1zGZAw2nvAwAZTlp3fxufXDSxv0z3jNK/M/MzK9ZSU/m6DBu9F4xuDH7aadyLasFx4DbXgM0M6AEP3Muk7TwiCCvhmP61+wEWkHsD3pSG3Dmasz4WTXsWPOXMMHsrMJRqBNygiAAFv45s2b9rqJtM0ZnKR8+bd5wmfOXCd/HLSgc2Ri0Se/sw3aWD4ZC3wxf7DZZGbZJW0bP5vtCruZC7Z5u93tmH3z5k3zn7af9k339/eTLPU4Tg+txY7mTkiDW2eEhmGY1BYb1IMVPI58OXPvBHGuF5E5gkgYXgtZRmp8BoFms91uIKdTx3FsZ8lY4Q8ODtrhWQ8PD3VxcVFnZ2d1eXlZZ2dnzw4xq5oWxXnMNmg2dn7ZZtW0yI5o+erqqj58+NAyAjgCCzOAIw8KNLLnAnxst9vJCyPTKJs+OGoiLPqiXz7bbrftoC0LKQ7PRtEH4THXzWbTDgl8fHycbNH18iSGDR4YoAKWAJUYzx64s9z0ajssTwaOfO4sJkaHPlAs75TwkgjjyJe9AmKc2QPsuM9xHFsGab1et9cY4CQ5xJTnMAqeO/LAEoD5AQ9tXAy8LUc2ypnlY6yuQfNS2HK5nNT6MW+DmAwaHh4e6vLyclJ8ToYM58pvnIQNqOeDc8NGOHORWQF01NkPjCuXMwrsljFQy0yHl+y5x20aFNhhIZ/QOWupvNHCTq/noN03V4LjBF58xlKUAwTbDdMbeWLHGhfyTrYP+mIT4DN2o6qa7OPIyHzSJzYjHTjLZ+gUNajOpnm+5pcBCPPB/uHQcepVT+fTDcPTq3FWq1ULhA2+uOwXerzJoMZyiU3gs/RnzsJiWwlisJ1ecjeozRWAu7u79kYHA3AAmF+SPY5jK+Gg3fv7+waM2Bl3dHTUxmP687eXC10bR8kFsoRNMk0NOG3/kVkHn6l39N/bpOTrRWSObKDycxu+qufRIGk8CIEyO7XM7jQ7vS85M6PQXsbIxiyja/oky4DC2tlwZXTRM844HhSPH4y0o61sNw2o08XZH9+7NsqOxBHJfL57tYfPPjL/zI8clyM7g8teNGkn4UjcNVOMlz568pT0yei3J5OOrE1vp67J6Ji+5inAw8bJc8UI9nhmZwkQMai10Sc6T3pm2x6HdcygMvWQfhxxZWToPiwDfi2KI2TL7Wz2tM3//Py8ZRkdbXIvxiwzcPSVvDQtDR48d+aTdDBYSPmBJtZ3y1aOgQua+fl9DpMdYVXP38zuzJhlBRo4Y+Il39SBdOQ9XfWYbcuS514CduaCuRLBExiRTQTsYeP435lu2kj5Qrf4O5e3+R5a5+GBtu/Q1gE6INzZBgeQ9AGfTAfbAPMqL2ic2SOPybLjIM/8Jugkuw+YcX1RXrTBGVKpu8wPfkATB73w29lmwCq1qsk36435bH+asg1/bWPT1htIpj8wkDatezzhehHgCOJkPY0Nui+WoHiWXR28SNBv3x2GYbL04bSzC7R4TwtO//T0tC4uLpozt5NKw2iF4odzk1C4qumSwdu3b+vDhw+TqJ3vffYIaT8bRQyJkb8zMLnEw3cpSNyDYcW4WKARfiIy17nwHEtot7e3kzM+nBFCCKEXDo7xGmA4U+HMj4GYaf3zwCHP+wA5aGrgCq0ckfUcO4YIo2GnYrr0ZMU7aOz0kElnkPi86ilaPTs7m6SbybYk6KZ96OeaI9OYazabtWynD11k7PDXsuelHLIG+YJKg18Atd+nRQaXQv/Xr1+31/mQmQEsIWfwkUwrcmEHbqBuMO7djQmSegDKem9HaqONzPQCqDyzjR+WmumPk3qdKTAw8dId9zuwSyfjjA+/yUDRNnbDutabP997IwbjwGYYuDqz5s+GYffiVs+VcUAb+s+dV2SUh2Fodh0ZM7/pm7kyTts55nN8fNwyU7YnZCcNzK6vr+vo6KgVPB8fH7dXP71//76urq4mr5wxHaFZAgQ+7wXY1n3LmzcQYavJDMEHH3ZpYOBlYtp1QbZ5xj34zKppAiFXF7wbdRiGVlLC7kDmYz+KLYGP+Jf1ej05AJa503YCYfMpl657NOVgToOo3vUiwFEKE0rDZxDV/1ftGGjFv7q6avdzqBTGM5Hl4eHhJCrgury8nLx7K4WaMTiqSmPLe6YMOhx1rdfr+uqrr1q7RFdVuyUWR4g4B6fYyYi5GM6CbwdqR8WcEj0TKbman4yFjQpjQIid/jYtUESU0Ojfy2M+IsBO4fDwcKLgtO0lCqdjne3zONJIQhsbC9q3LNj5ZBSb8msD58yHgWQCOztqjFe2yzztaGnTh9vhpOiLDN9ms5nUvdEGso+8QT9ADp8DQngVjnenkP7GkTFv6ArYc6GnDxrcbrf105/+tL799tv61V/91ZrPn07RZgcTz/h1C4wB+XdAw0GRHEKHwbcsWt5Tb/M7R7HMlfm5kNyyaduVbfLbztv1g36hNDzPaJ4sATyGH7TnpWrXBxmEWF4zILWukRUlqL8+f7YAACAASURBVCDTY/rQPs7y4OCg2Yg8Bwn9hEbIpAMgaGt7hX0w0GUnHDbAQR06iExWTV8plHaAufPbQexisaivvvqqrq+v6/DwsG5vb1tdDnLH4ZVe8oTfGdinTGCbPBbLFDQBsEGb7XbbdIng3gGMZQHd8PIk/fC3dznbBjM2+ydowyGhgMztdtv0cRyfluRevXo1qad0Jhl5SXDjTRz2wQ6ODPxp26CJtnyf9YjM7JfA0YuoOaqqyVZlA499AsZnKKUjNisba9FVu62XjtC4D4KiWHb0jIvfGe3nhcL7fAWjflKZXBT9Ea1n1oFnEjw62rGjZdzZRqYb7fBNV+jiaAu6eB7uwwbYkaCVjHYSzfOdwQh0MKDtgVQ+9//ma/LMv+nTsuP7adNywN92iFZQ6OV7oQu0M3jj8riRUfPDS5wHBwcNPOS9zMuZFMsy7Xn51GMwb5BTMpMYJsugdcBzsJMnm2hnXVUt07RcLp9Fl3asOCzXqADGWVY3z52Ro2YibUgCop6MpLyYp9ZFy4m/t4xbtiw3BsvJA48tZcmA3WADXtme7NPzfSAxbVrqdOpLjh9ZZY5kNCyr1j3P7fXr15Pl06rnr2q6v7+vm5ubVo+HjGUwCzBylnY2mzU7hj66/byYB0FD2p3NZjN57YwBXMpP2pW0WSlH9jMOsn0Qov1fD6SnjWZOThb0/GvKjO2KAa8BGQEe43r9+nUdHx9PbBjjtnz4M2Qqx2Ff4gCMsdtv9vyL6ZI2Zt/1IjJHVTWJktJpwGQu/kYgSb8tl8v2zhQi26onxpEC9dophZ6sf9uZshvOGQEuhMI1TBb6+fzpvAcYSvG3me+DGjmUjOyQCx6dIkU4HZ16qSuzL/7tzy1sFlzXcWTkulgsJmfNMAYiNxt5fly7ZYDKj5f/oGEPzFlJcZSmtRWtBwRNC4/TO/JsmBxh+3ODHsZqGaB95I62uB9ZhHaO6qGTMwk4Ci/BUBjKev58Pn/2njQyCkSd9JcvQnamyZkty7yLmHEyzO/m5qbJnJ9Ht9h4QAGrzxz6/ve/32j2ve99rz58+DCpVdlunw6SRIY8D8ZLhojPXfANXW1DeoGMZaYHiuC7Axscqo2xLwNAZ9H8fcqUA4iUMTIGyLD7dYYoZc48cX8GNXbeBhe2E3aCDpisY3a0Xn728gzLsa5dgkaMDVkDAFTVpLCavqp24IfxeYejM0O2ddzLEi6vjnDGARoiQ6w+sCmFpTXsB/7GfM4+TRfPw9mN/B56E+SvVqs2RtrkO9Pcu79oGzBqe2b9xj7zv8GmaQitfN4eemfb+vDwUN99910tl8v2rlDLG+PibQKAKcYGD+3zDNgASPCoR1OP27afrJ9r1nrXiwFHGXFXTVOdvtIB8QLZqmope1Kf1CfQDoYWp05UUDWtT3h4eKi7u7t2mmhGgzZcaWAwoHkAHcKJs4Px3rLOGm4qJu/RcUrfURnCny9mTAPnNDqC4+3C2+3T+vp2u50UgTPffF+SQQ992FmiZAitI04fzpjgtwfycj4opJcBM6JxNsbK6RRxRr7QwfLoOfsZ6I/i2bCglHkEgY2+wRXzQWkdWbqw8vr6um5uburo6KgBT2eDTE8v0WLUMEqc/Ius2gEnmPQyHbqa7/wzkHJETraJ5x8fH+vq6qqOjo7auN++fVvDMNSnT5+asUOmV6vV5HU/djjwyFnHqqrr6+umLywpoI8JZhIUWU4SlMJz32u5S2BhY+6sicGm5dk0T8BinTV/kBfz2kA/g03rTm/8OV7XG7lvByXWG4JQ1y66FsSZPduIcRzr/Py8zcsgjudcQsFnZCWH4Wm52PVKnptB6ziO9enTpyarti2AJ2yggXZVtfbRHy91JR2RQWfdWWZyEGkbad1HRgAc1BQBxiwzDrA8hgziXE7hAxl51j4C+tmGzGazVqO7WCzq/Py8zYMxYpeurq6azEMblt7olzGgL7b1jBuZAWRx0CW2kQwi83JQkHO0D//S9WKW1fZdOQkEFQPqrb2OogACCK7RJ8rrKN1MsNGlz31j2fcZwpIRDMcHnJ+fP1tvzT6slG7DRjPrpaqep/DTsduwuoA1DSqf2UkbFNmY0I+NpOmy7zu3AR/dl8GU23NGyeAm07bQwzTqRRp+vsdfG0/mY2fkZxJsAdD3yZTbsiE3r/zDfbe3t5P6jATvzNWnZ2O4AKY+OZhIOPsC0PA9kb75YRnhp2r6KhMb2R4gWS6X7RgKZNAG2Q7DMusIczabTQrGe1nN5AFj680naWm5yDY9xuSV2/KznqezPwnOUsc9Zr7L8fnq/Z/9ZZ8JQNEVZxp7l+fP/Ulb66QdmW215chn1GHzfK4dGRQvx3pp17U0XuLLzBd/Z5CCXNEeWSTT0Lw233iWwMT35t/JG9PK/Oj1wbgt72nzbWe4THOCsJQHP0Nb7g99c7DkACfnlzrF573sFmNMufH4rYM9G+5nrOs9veJ6EZkjjLSPdK/qb4PEiPNGXd/nYjPeWsy9CCiI1mlYKxzolHHlWEzonuFC+dIZkxHizBrmxJyJzhxxovBW7DSm/I/TM7DxeOnPBXOmPwJlg8A8+Gy5XNbDw0NbzuDZ3GKegsj/0N3Gp2dM3HYuA/RACvRKh2swR/8GTwaubh8j4nn5e4+ZNojw+G0+mGeZPUvH5nou2prPp7sW7TRoP3fXWL6cpSDK43wW6jeQwcVi8WwzgudI+/xN9IycIDe8joesD2PnrBYKOA8PD9sp8tvttr7//e/X4+Nj/fjHP27yzfutCGgoPk0+2jCSQX18fJzMJ41i6gs0tfxajh2Zu47Fy3bOHPlyW2QS7JwZj+WnNyb+d9bMsmbHZNr0wEzarsxYMiafKeVMT8qkAw+yEIwvs9YGAf7tTR8ZRDAv9MnLLrZj1hFsl22GdzhWVSvc9z2mEf6CeTnzQX8sd7tInr6Yg/lq++eMKDbHusf9PTubmTtnvBw4MXaSCM6uO0hFPjNohu7YJMbKHJfLZbMv7sO6Q9ICXtG+AY0vbCr05n/GQ6DHMl/PblXVM9njM/M5rxeTOeoZEy5/DoH2ZXwgjiODjKRczIqwONXonSn7jGoa1ARKORfW342UXcjnK42inY+FCQPieSdNoVlGID1QYPpasBBA1xAk6Elj7oiLeSQfPVdHPCmwBhcGj55j9uHsQn7vsTMO5CHp5eWhnF8W7cMTL40ylqx5sez6e+YGnTmAznSEhy7udrYsoyH6zZ1bllVS5I40EwQyVteKQZsswIam5heBAf2TjaINCqsBVY5OXXjqrKK3/adjhnemQdJk3//wtfd56l1mAxLwW0YsJ9kX9LWTcvtup5dN7fWVgce+MSUt7GTsCH0Pv3Ms5gH8T/lOGqUTdnvYI9qC/9ZL1zd6rH7tTgI69JRltOVyWW/evJkcN2F94HLNmcGZA5/ZbPbsLfM+ONbzT1viAMl2eB/vUk7tG6y3yZv0k4zFvw2SoEPaNS7LrA9y9Fxtu1O2GV/6Kn+XvPDnSZt99LL/24c5ql5I5igRNZ/1lHcYns65uLy8nKRXPVkE1TURq9WqFaHCkNevX7eTVEHkVdM19jQoaTg8zjSA/gFA5Do4yuVaHvpHAd2+l7AYj4UbR+q0vsdG/6DmNNIoNO/RwUi8evWqzs/P23h7UbOdRJ5JVLUzKlYUR71Vz18DAn1Zy7bic5km8NBnrzBv2sNwwWufp+FlIG8Xdu1UAktnoAxc+NunTmP8qPOyk8UI0acNrR2EMzk2Jh6T27V8QAfqymazWVvOGoanmh9qpFykCf8onARQuV2Ws6hHgv+mjx0lfMVBPTw8tI0M6C4FppvNphWew98E33Yq6P/V1dWzYtukkQ1/fm8gZjk2mOEzbxRYrVa12WwmRePu3/JogGAeO7I2jy2DzvYkOEF2MjvlICuDqx4Q89/ObLltL2taNtFnB7XQCTuXmQQvwfM5G2x80KnnCH3yGAB03OPfbp9O/J/P561elYCZ+25vbyfZYPhD/Rpz7p0i7l12yGzKWmbKhmGYBBUGWrlxAsDlozgMHC0D7osL2Tk4OGjBnHXANrsnJ4zFwY13o2J7DYaQgx5Yd2DsLBtyZHpW7V6wnqDdfPDl8Vtmf971IsBRVTUHxZUTNJMw6C4gM/Nw5iY6xh7hhtAscTntZmHZd1lQGF9vvLPZrDkiHB9/39zc1Hw+f3YqrJnt4msbD2dOnPFIkGiht/LyG+XnmfX66UwbCgd9oq0jjarnRtYGv7fOnFvKoY+jGhczJz/8GQ6TubDrsBdpYZydRWR8FN0baBhU9cBvAiDG5WUM2sHocT/AA4PCs8y7qtpONJ9nY+DOM94BOQxD2xVCdoaxEWGnQQGAQC+/1wheM49xHFsRqHUmnR+giajSvLO8MOb1el3X19d1cHAw2aFEf9DNr08xfZDH+Xx3Ur7BF7uKMov4JQOZQU6O2zzmu6xfSbBvmTdvCD7QsQRcCWygpwMnL+em3CagTxCSADrHyuXzgnDMuRGCdvjNEi1gBz5YR1OvobkDXuu5wU8uP1rOoD3ZIcZuID+bzery8rLGcWwHlPKsQaCXpp2JOTo6avLppR4Age2qa6NoEz/leZl/zJk6vMxyowM90L/d7naN2qYhc+zgRse8gsE4vLzp/m3/eI6jOEg2GNi5PMD+ordqYtl24MMcbb/s2x0oGKg6y5iBiOfUu14MOLq9va3j4+OJAvciF36TCSLrYyJU7dLqKBe/uXCGPhsEoNWr1q/an77jbxu8PNOFy9Gl/0aZYC5XZn9s6PisB4YYB3O1kiY9bQhZ/sDJVe2QOp+bR/TlMfl7L43wHb89N8bCMzb+Gf06ErCC5DjSsZkXBmaOVC1D5rnHmVG9jWbSw4rtomwyGxhG5uyo0YC4J1+WgZx7OmPGlTQEVMJrZySZE0CO7234qmoSjLgNy7HpkLS9vb1tNOXZYRja+Ueev8EZsowMAKAyk0eb1v9e4ODPEtjzu/d9DzxzP47TfWRbpo3H7vm5LwO9HpDxuFP29821lylPebac2VFbT92GZSXtWs7fYIDL87ROJC1Tf+3wbCcYq3enmf4Geh67gxTGyhKw9dy6g79xIGAaGkSZ9oyT/qELgDHBZS6XmUfDsMvg+3MysikLaSttW/PiO/iBbQMEGmRnP27f9EPWnGn3PDyebCtl1pe/S9uQ/tnXiwFHVsSsh8hrHHe7BYjGETLSnACn2WzWomkEgvoZ93tzc9OY67RxGhEjUsbie1yTYQdmobZw0w4gjbHP5/OGxhFcnrOiw2inXxmrMxn05ftNe/9w8N/h4WHLArgIk3E662ODYr7h/J1xwhA59ZogCHpQWOu0cYIT+oGvGFmiJ/hihUUJkRe/WLJql4onSrYhdb/O4PG9galTyj43ar3evS/PBysaACDffOcTqat2TiEjaGcEmDtzSlAznz8VU15eXra5WxaJPjF+8I3PaIslj5TDN2/etBdacp9lg7FyVou3R3PY5eXl5bNsALT1UuvNzc1kudTZOAOUXpCTQLsH8HuggvE/Pj7WwcFBmztBlp2q5SSBEv0wRwMD5piAzeOyQ/RvyyH95rOWXcCcnbPlmWVo5NI6iw566zqZemcBrV8+o8fzcIDqz7x8h42zLcjTk33kC/Y0X6KawMe2EznnLB5supd6+Iy5uPbN/EwZGsfd5h+W8Pnb2+JdDO+A7/z8vM0R/+dADTr4yJTUI2wI3wNMACN85p2smUHjgEzzATBXVRN7Bb1JRNiXWAfIArOxw8v2yJmX5GmT144Y7CL/+3Ri3/UiwNE4Pr3B12urTj1n9A7DSdvDZAwxDoRoF6WCIWypxGDe39/X5eXls8gnDdg+tJoExwmiUCjQer2enJ9xfHxcm82mLi8vm4GlPV82YBhkf27wxJwdbXjN3AKYc8ApIdRnZ2ct8uAz6G9hho5G/DY+CLR56kyDx2Rw58jKCuJ7bBwMbK18TtEy14zOcGwuciZTRnuOcDxun3tTVY3vVbuzWTC0BjI853M+4InT8Bhvyz6yxHPL5bKdKQKg5Xl26vC6AdduuB0MoAEqDp7gwkuy8BJaQYOrq6tW3Io8pUzTrkEvPGOeOKPValVXV1dtRyvtuiYKp84Bfchi1qrZSFoH0CuDEoOInm0Yx/HZyf656xTjnVkTyzrzRaask14+8Vi5MmvTAywGQrSZ4MvjAmAayMJvbCkOMesIcZjYZGwhgIqxLpfLJjPIMPLlcWK7/Eob+IpeMj/oBw2RCcZknQCAYCO87LPd7l5WjqyZXrw3DHowVvdnH+ZXVYzj+GxnFWM7Pj6u+XzegAav36javeOMe/Fn6SuhJzQGlM5ms1Y+gL27u7ur4+Pj5ivZlEEgZ7723hoBLfiMsdjGoVdpN/kf/zQMw2Tnq0Go+WYbbT+YvLeu9pIbmaToXS8CHFX1M0R8nhMCCOCYzSAuG0EicbIytAETYaij+rx6BtVjNgNsHH1/VU2YzZp8MtGZHjtFPsdYZnbAIC2zRjlG3wOtMGaO/HvP8Sx09n0YAfftte+87ERsQJhn0tFFkhkNMyZkw0Wy5mOPl4AZF2HjoGnbgM8/0Jw5eszQFYCM7LrGIJfInJ53xoN70vAwP0d9zlK6P2QPQwlwWS6XTa4sbwQPDggwdi5MRo4c2TrSBoQRYScoh5d2iMgZS+SWQWhhgJTgwX9DBwPQlF3TzIDdbZkOGGv3gaN0PZb1v3c5KwB/oaPHVzW1Hz2wZBBnGc17HFQ5mMHJO6rPrAfjszO0AwSM0C+y5/pAlumR36RTz8bmHGg77+s5Y/OTAAsa8L1rhwgyASIOCGkbG5T8Y/zeFNKzw/6Nns1mT1lsTrNPEOlXXkAD+MUYsX0JTkxf7vEY4Dk0s480LQ1I/Rt75de2wDeP2fbd9tOXs1D8eLyWb48xdZTPLMN+/kvZoxcBjhgkTrTqeQYhL4QOw2lE6WgJVIyDWK+f3tG0XC7r8PCwEf23fuu36ttvv20AgSic8Zmw/j8FLnc1cdnIwBBekptGzAWZVdPdQvRvcGin5/M8yGIRvbvOCtqibF56cREegu2MEtGIx8bfFmaElmgzASRAtWp3FpRfJOqCVByOgawdFI6dlD7Rjl8pgWzwf0ZHzkBxjzOBTlen8tn5OnphK7GjoardCxgBJh47RZYsUQAQHBykw7ORNAiDtszJjiOBE7Qky2IQZLpDJ+bgpTHAj4Gdl0ivr6+fGTaWkO/u7tqp2XbU9/f3k0wjYwK4kl1i+Ze58Dw7hrw02DOWdvg24uiHZZKx0xY0sS1zZht+GkTyHDbvzZs3E3rl8haA0yDP9LB9gf+ucTMgt7N3tO8aqcxCw2PX7rgo3iDDfdOPM6i9ICfBFnPgBeIuIxiGYXJem/XDvLHNNnjw/Az44JlBvpfuaJcXizsQcCYjfQAvz0UfHbxja7xxwMtUBP9ky9hYBD2grcsJnD0jOYBPAIBVVdPHBPvOFGJHLBtp7w1m8YEpvw76DIrJ2vM5mTXute21XLu9zLxmYgDd87gMNHvXiwBHVc9RtIWaH0/EhEGYzRQYSXrR56mgpBwmt1wu6/T0tH7zN3+zfvu3f7t+9KMf1R/+4R/WYrGoH/7whxMhTwdvJiQAsPPCAHgLNYK8L2VOv87wIFROAfvZVDorp8EQNDQYq5q+vdrtZURvR101PZnUS3AZtdhw2nDzN0CKvm1gPSZnhRxJ4+xZPrJR9DjW66ddeaYT/ZHeZT5Z+GsnbV54DMgatASM+TUCVl5S2kk/nwsE7XI7MzrAYYl+b58doFPj9/f3dX5+XovFok5PT+vTp0+NF84E9CJE6xc7aTabTXt1w83NTW2328nyNf1BR5wpgYvBnJfcLKOWG2fH7DDgUda5sDXbEaZ1jLlaNzMY4m/TnNcYYEvgz93dXTtfB/nGASAzyBJ08uYQyxtzsAPJjKiX7xwg+mJ88C5lwhkv642XlBkT/Rn4Hhwc1MXFxQSwMA/ru+2Z/2csBpu0M45PGSeK9z0/7C505lgKy36CFwfh0AUb+ubNm7q6umqAjLojnmMs/t5Axtkly4xLLLzUaxCDjOPLHh4eWt0Wwe96vW5ZpsfHxxZQEAwmCOVVOixtAoxWq1UDWcgAc4LGfG/ghN5mFhN6Yve89AkvbZPhAbXB8NlZ7rSxHCUym83aUSKW7dls1hIC8MoyZNnD7uTh01wvBhw5Oq7qFy5yIexGi0zY68MwAYbjsIjIbcT/5E/+pO7u7urs7KwODw/r937v9+ru7q7+6I/+qA4PD1vfNpR2iozh6uqqGW8fhOUxMjZnEphrXiit+/dv/21wZmVDADKasRJbuPmdn/lvvrORdlsuMIRWvfEyRz7vLWlmZMCchmH3njpo6novjJgjSF/U4FTt1s6RoXEc204pjFkPwBq8O2IEdJvm5j2RC0bAtSsGBtfX188AnrNRKLazKHYETq/jDAEPGOrLy8tGV4wbvHb0iHNAng8ODtpWbeho/cNwU1xqgOxsATrSk0M7UeZjkM69zIdslnmcGb2erKe89YCRgbHH4uMZDg4OWmE4IAKaw3vPNTN8CRw8VutJ0sWyZyDr9zYaqJvu1tu0bZ4r46XWqKqebdiADvRDTZKDNNvmLAo2P9Bb066ng7atPOfMkfXPNELP+Ry/wFhMuzyDyI62avfCV+xP0jT5ld8xj/QH9L3ZbFpmMW3I4+Pj5M0HgEwCMuu/dcAHPOYZgLYb1F+lPTc/yHhjg7x0CS+QBwIby7oz1YzJIIvxsrkDuSKQRB7Ne2TcmU/bFWeje9eLAUcQMZfWLCxVNVGqqukZOC5gM7hCoUnP2wlYKb/55pv65ptvqqrqD/7gD1q63ulyiJ2RFIJgYfZuMys1ipUZDysUjGd8TjOaBjaULnzFgHnJpGqaCvUOtN7FXGzwTFvTGP4BWl1cnsaLcRgkepkEp01xrc9Yol3PxTQxLzjcjRc9ul9AEBkkv5zw4uKijb2qnvHGTsrRH/cARuEJSohxm81mLbPA59CGyBADh8E17R4eHtoGArKizBGaZZTujNMw7JYkcKAJzmxI0AFnCuAD2TDqi1x3BXD1UhS0s2EmCrWzhnbwyS/v5aXS8Ma84DmWZqF1gh3T03yjzQTUTtdzcYgsPKx62sTgujWyVrTbc4SATQpoHQEDsOxIoTEF6tY/2zaDej63LfKrLhgf88TZe8mMt8/zMm6yNMyZZ/zCbdrjcy+/mda2pVX1zN4hcz4k0BkjbLnr0+AhNMfJUl9nsECfpqXHYVu3WDztiiIwAKDYniaAs913FtvfGRwiA/CNpefVatV2bSGzgHHsNTLCri0D0J7cE2xCy/QJPqGfsSEXVU8A+fr6uh1vYNvCnKE37aLTZFyxAwSVXhVYrVZtvC59YBzmj3nkZAT38L9pvO96EeAIwlRNz+SxwHA5SsTpsvPAiuwLYo7j004ahHsYhnr37l0jkE87pXbn48ePrV9HoOkwuScjYD7P6CXnlJHGZvO0jRGnYAWy8/LZFxinqmn9k9P52R/3Mm4bUB/EZqHy1nOnQ70jBUFMR5tzh2e5lABPeKeYl0XtuAzE+AzHzNgsZ3a4yInP0nE2z84cg4kBMlj0PR4rwI97cBCWHzJbzjQwJ0C2FZiIkL9dPwafnHLHoGI8DTbgEYYIwA3NiaS5WB7jOUdpXjYyLwgSHES44NeOG9qlY3EmjXGzlMHYnR5PsMrlNtNJ03feiyz7t/vDYa9Wq7q4uGgRs2UaHWJcHNXB+JwNA6izDJjZhaqdnSJr5TokgKgDOr7zEiXtOthDNyy/BmH0TRvc+/XXX7elGy+HOHiAz5mpMn0IkJB5Z1xwhM6+cjHOdIiuHWTpkqDJS2zMnx1b6LJBnW2wMzRZY2pgZGBj+2oZhI5pmx1EQDfLPbRl/sjLarWq8/PzZzVG8B99GsenpeDVatVk25kfZ70tm67zct0Pc3n16lWrxzIPPXf6sbx6pYP5m9/z+bzZdNutqmoBNLYJOcd+QR/7I+vGvutFvVsNZli40tjayZPOtwFP50vbfGdDZ4agCO6nqur4+HjiXLIfG3KDCK40ADauqVBuL8fhiNfP2Vgko3sKa3pagHt0y2ftzAwUoa8zcV4DNr+sKI5mPId9wNIGncvon2dp25EadLPjTAeYuzUM0v0/c6ZN10lxub4DZ+haISK7XHZxe16yxHgZDJERzTVzQBMyDdCmLun29nbCK0d4Nh6MIZdhALTWm5Qp/k9gbvr05HyfrlivyA4Y2DhThgPMvlOXrC85vnTgeaUeAJLI8gEqXFw9DEOzV67twhHYaPd0Fjlg7M6iVE13L+VSle0H9xtEuAYG/lTtHJn5Bt14hmUX5rEPCORnnqfHaFuQ9/s+B0i0bd667Z6tsxNO2witesFsOtge4LPNS1Di9nrzTXt1dXU1OSqjqiZyNo5Pb1u4v79vIMkgw3NirrQFwOcwZQc+9M8z2DIAm1c24A/gxEtwzl7bpjkos++Fzy61sf1NvnPSN+ceESCmPKWfdl+96xfKHA3D8KOquqyqTVWtx3H83WEYvqqq/76qfq2qflRV//Y4jp+GpxH8nar6S1V1U1X/0TiO/9eX2h/HsW1ZdOQBAdJYVj2hRRyOHbSzR45O+f7Vq1ftLeCgSxsq2vD3t7e3jQFc7jMd8mKxmBSyeSnHywFEHzA5hYD7+MmMlRWQ/w1gaI85uvDSimMAkTUddppcXqsncwcNuJeUPv05CkER3KaNtzMxNtrpMGjDhs28pj+uYdgtJXKvlZv2sqbFIMhGkfZtjAzYcVLIIss7vKrg7u6ubm5uWn0adLLcmr/QwOvtXoqEXvDQtKZQmoiQglPrm3XHDoLxsIyQvDMNcDa3t7fPivv5juiceirAjB27M1PILsWY3GcZtG4B6rgs573aJuubHVeCdesbz7EEii6/ffu28RlZpXZOjQAAIABJREFU81K/HRS2wfUWAOYMhizDmZlxUTX/m4d2Pqbnw8NDHR4eNrlx1gbnd39/33Y08Sx67R1Y2+22rq+v23l1yKd1yjLj4mQ7edPe+mdAVzU9lb1nt7BBzsw4g2U+mlZkldyf72HDA/U8Bng8Y72yHbaD7gXRDvK8u5gxMU9ky0vRyIZ5ZTtlO8mYsEmcWYV+Ql9n7FwGkiDYmThk2nxCHmxPLIe0Z/CKfLJ06/65l7mAG8hw8jmlBiwDO9jNLGbv+mWW1f7lcRy/0/9/s6r+13Ec/8thGP7m5///RlX9q1X1z37++Req6u9+/r33GobdO5Ccwqx6vm0eBkBULxE4gwRjEWADqXzLuQv3rMAI8LfffvsMYZLCSzTK/6vVqhlJUt+g/4zgfME4vs+6JKe7rVBV09Na7ZS8tMNndhI4G75L54ThTKBp4IrA8sJaDKN5aTCZy6cZtTEuL2HRh3nq3TX+8ZwTDGb05uMMMrOUEQfjoG0/60jexuji4mIyXmhNZiGjQOp/cE7uOwEfc3fBOKlt5NT35/ZswJQdGLu+4OswDHV+ft5qg5KG6Ry8dJgRLMsbbK9H1s0LxueAwKAVfV8uly3idZRpp+hl3tS3/N8yAW353JmHtAUYe+sG8zB4Ykx2DjbUpP4d3ffG6YMBqVdzgGY5ph0yW0T/gHLGhX6j75ZFF9gCQuANcvv27dsmczgpOzGcpG1sLkmRfcoA0fdQw+clZfMLMGE60beBmPkNX6nfQ+agoe0W9tVL+QYn/p9sb/bngNn+zd9D68yOUl+US9OM04GRs3zWD2yigw0OhYTGjJF5O4DBJrOa4nZdo+qAlaVNbBMBEuUrzuCRISdQYuzWCwNPaOu6VfgAD6CL/Wtvc8dEnvZ+8/Ovv1JVv//579+vqn9Dn/+D8en6P6rqdBiGf+bnNbbdbmu1Wj1LcXJlJHF1ddV+ECAEF6FxFoLnfFkg6cMOwwRNlG+BTCHngjkZ8Vc9LyTNPqwoZmr2uS+lmylprly3T8Ws2jmmTEX3sjQIoX/7vpxfAt/k7z4acJmfzCf5m+DG0ZKVMAGkjWCOxe16zDaw9AVgIqqxETO4MH29C4x+vFSXhsDAjDZxHL2MHHKTdUwYHvrIzKbl3DRwoJLgyDJg2bHj5hnPC1lxtGuAMgy7HUQYQxtwMkYen+XPVwLkHD/3pIN2m3b0BuQAZY/f2UfAiItODbA8ttQVy4V13AWqpi33sHxCxoP5WrccvRvsOfvhmjcCTtvLqmr1c9CCnwQ0ltMv2SHbTstL8qiqJvx3oJj39Z7N7FbvOYLcns22vXN2fV+/+35sD/wqDJy6EwOmZ8pzyk/abS5nXeG37ZF5ZbBt/wa/XM7gsXCf+WwZxG5SJsA4DIqs8/4MoJdvGmCuBsW5vJv+xNcvmjkaq+p/GYZhrKr/dhzHv1dVf2Ecx28/f//nVfUXPv/9K1X1j/Xsn33+7Nv6ORcFcd6ezWRNyPl8XldXV3VxcVGr1aqBKqfKnOng4lkEy683qNoZHqPe7777rv2dKLMHShjrwcFBWyterVaTnQxE4J4jgu/DAS3ENlREd4A3g0ODBRs1pzEtqPTr5/IQRs8rASbPo8TQwfR2NGwAAZ09bvPLhtDpe+/KcxQKLRmHFTvBWxoI5pqRXhptK3VmmbhnvX7aHk/mJ5eivMtwsdht/4XmflO26eaxOJuWDhF62qCaL8wXZ3ZzczPpi1d1cErvhw8fJq/hsOPz/+gWz1H3M5vN2s6ui4uLiUNPUAIPyDChL15yJDNpcERBpmnDGPcZQMt26lrvf9sP+OeC2apdZo5dOM7IAhC2221b2jd4t/zAvwwyvEnC7w1DXrB5BqPQl2UK6G77g34ZyOKkoft8Pm+7IZFVj3c+n0/eNm9n5UjfGaIMOJztY1zWbZ53ZthZLAe3yBjZUMuj5S0DAQMV64/1jGcTQNOWl6cNprnP+vr/UvcuIbJtaX7ftyPyGZHnnHur7q3qokuNu8F40AaB2tg9MJ40GOyJPDA9lduCnkjCQwsPPeppjwyNjZFBQhJuhHogBMbDpi2MjUfGgqKwqCrq0eeR78yTkRHbgzy/tX/7nyvOvZqY1IYkMyP2Xo/v+f++9a218x6+81JpAmbTowd8+O0CfcC4NzGgw+7DYIbMEhkfyllY5vZyLdke71jtBU/IGrVqyA22a7t9OjMNenu3MnL/+PjYXph9cnLS3g1pfjpzyPPcA6BKf+br24Kj/3Acx58Nw/C9qvpfhmH4f/zlOI7jJ+D0ra9hGP6wqv6w6knAHx4e6vXr17OlBhPUjFsul3V2dlbb7bb9ziiyag5mECADH9Yzl8tlffHFFw2Ju+j19evXrdjLUWACIoOX3W5XHz58aAbB77SibQuQn825Ah5wqOzMg27DMC3b+RRZK3QvQgOEJdKGLrnzw1t1US4cGaDO6WIrHo4Bo2veJOAyIMpsCcrmGgsUl74wlrmDjfZMC/7G6KdxwgBZpvL/BI0JgDDWdhCu6zAfDw4Oar1et4NCq6bzO5AZslHcD/gGaCEv7HbL7Atjuru7awc4ery0f3d3V+fn58+ivHQgPXoCXnBs8NE7XVxrw32mEzsfq6YzqFgS8tycuWAJ0bVhPUCfsub5QKee7CVYNrhz0MEzyH0uW26323asiJea6BOw4eyUHb6DD8bG/fy4JsRL6AYyzmbayeFAoS+AiD6pjwPEc16cfxws2IYAuJxls11lychOmvtsd1NX4afBBoB8GIamJzzbW5YzWMlt+dDC/PXfBim2z96xaHoYwJunBrToELV53OeA3n0wJoPyzHDCn7wMHtIvJD/xHdjb+/v7tmSGXDMO5Mi1hIyTuTl4tHxYBvBv4zi2s8u8BO+dtWw+sc7xnY+TyCxkXt8KHI3j+LNPv381DMM/qap/v6p+OQzDD8Zx/PnwtGz2q0+3/6yq/ooe/+Gnz7LNP6mqP6mqOjw8HH1KLFcKvz+nRskK0SsA5e+s3fk0huawzURfr169qnfv3s0ixgRdztDQn185UVWN4Zy+mmg/BYQrs1UWut7acD5r50V/CXzsDDKNbj5kpGKnYYXj/gRCrHGbjr0559h6/DdYwtgbjFl2/L+zSHZIppFlKC/P3TTlb2drHJUZmDi1i0Pif9Oe72jXWQDkESflrbekpnvj57Pctg5NnN2AXt5JkiAi2/aSGZ/1UuoZ4SbNbdQxmPztAMfZU2pGfNCg52d+JeCzbHzuApxb5nO++4Czeeeo1bsVvQHBGSqPOcddVS1qty0xX5zdSoBqcGH7lv1Cb4M5L9Pxk8cxuGaxB2hSDk1HB5zO4vh++AatLVvcTzYSHkKH3o+/c/u2ufvutb4zRsuC7UXqlAFTz2mbbrlpY589cjG0/ZH1zjSzTGY2PvXE42YjgXWI72y/uHa7XQsCuQ+/No7Texmd0YefZF7RE4N9t4Mv97EGlp8EqHl9IzgahmFdVYtxHK8+/f0fV9V/W1V/VlV/o6r+6NPvf/rpkT+rqr89DMM/rKdC7ItxWn7b10dVVYtAjLZ76G4cx/riiy9qu902Ajtdmuunfi6X0JxtwPBeXV014fv48WMrXsyTbvkBSVPQxgXSRUBJBZ6dndXt7e0sOmFMXrrAcFkJzHRoZ+NHf3yH4NGGz/mxIYYu3pGHsNsxJbiEd84C7Ha7Fvn73u32aVuqwYyNuemQ/MIp9VLZHlNmoSxf0M9peGjng/t6YIk+SAXjlHvgDT7aCRk4GcjTJvO8v79vB0S62NwZQcA3KWWMCVtyXajr/tNx0Haenp60JGp2UauNoB0ePOesJOsJmSpklAgTfTX9x3Fs2a0EtPTjAAQZXq1WjUcsI+VlZ5ZzZr4pi1xkTWxoac+0QScSCNihIN/c4+yddQK7UzXVdRh4LxbTJgWDWc/NgRJBqJcZcinWWei8h+ehfQLtzE4Nw/TGdTvqBArw2AW09McyvGWZuToDbCCG/UZfbOcdlNim0J9r2+CtbbKBReqAx2a/ZLBlHfKcqmpmo922eet+00cmCHAg6JINX+YH9iPBDLvG6B9eU4DPc8wJOXEJC34HEM2Bj5zvxUWWmfeuQT9o9/Dw0N6nmD4mecPYGBPf+VzA3vVtMkffr6p/8kk5D6rqH4zj+M+HYfjfq+ofD8PwN6vqX1XV73+6/5/V0zb+H9XTVv4/+KYOYEpGGHxnwYPwbP13FqRqQtRV8/Mo7BxQWp7NZ1arVb19+7YBGJaybLjpEyb7PJCM/quqObIPHz601B7KUzU/goB5EGEa8VdVWwtGCRBIOz/oyWWBcXbFaXSDm6op22UD6fbMO/7PMdjxYHz5ceaGsTgi8ligCW2aVgA8jy0NhrM5VdO6N5Fv8svO0fNBbiyPVjjTwoZvGKalzKpplwYA39uvcSQANgyQ+Ypc397ezowy8oARchbAeuIsLX/neUsGvpYh172kI+cH8GKAZoeOgbOjS7nCsXFUhH8sx9YlePHmzZt6fHysy8vLLujt8TY/92Un7dqNzD46IIF20Ake4fRxtgACOygv+bswuWp6P6PrhDLz3tMb5BYZfnh4qFevXrVlZQc06KEDNYKpu7u7GcDBTiFLyFEuq2amKmmeNVbIObKMf+DyOTs8D3jN+aIr6Jd9jsGuaw4ZF/flcm0viMpnbQvcnr/PYMMgGkDJ3y5PQJ97QTbtmKbW/cx62v5R95MAdbFYtLqjw8PDVme6Wq3q4OCg1QpnZnUYhpY4QO4TOGIHPf/FYtHqIQkASVKgk8guPtoH2PZ2pdtnOAPdu74RHI3j+OOq+qudz99V1e91Ph+r6m99U7u+7LidEu4JlwWI82FAtQYtNpReAz04OGio2ILudf6Hh4c6Pz+fFYLZGDiCsIF1mm5f+s4AwJcdlYUbOjjqqJqfTkp7fukgtLJD4TnXpmR2zZmNzDgk6LFByH6ggQ1GghX+95KlHV5GPDlG5ugI1/KRmZLkg/nkeZh22Z/Bno2yQRD38JzPTnGbXn5IAEL0igFgrCmLGAdvtTbIoy1HfI5YkR/LtgGrDa5BLoba/WQgYtryP0AldSfl28vreQ/fEbFCF4y6MyTOjqa89q50MFzIEn3xmf/3c/Ag9YF7LOfOsNiBQTvTlwAG2YD3djaLxVTn6M+wgw54vPU6AzQv11c9OZzb29tZ7ZNlLTNu9Mu9fOYlQ+5NmeAHh4bcO3uc9Nn32+NAFrxrNPmfQY3n57n46gEbnk3Q5L4SLNGGbaeXQ6EFPszL59lH2l7TzDahNx+XrNh2oGcEa9ATmSKDC2B20GXdRx+dyYLmgJzUxZ7/4TMyQ9DNPPcqBTTMYLF3vYjXh9go2qiY6UkYQBE1LFXzl6D6vUc+n2W73TY0+urVq6qa1iQZx9u3b1sa1ulV1qztFAxSMp3p5bTValXDMNRqtarz8/PGGBssDBxFp8vlsv1tAaG+BCYbcGV0gCC6rgVlw9AaSDq74mjJADazDjaiCKGL9qBFAhFHbE4p2yhamFEgZwDpi3Hue4WEgTIykQCWol7mYmPNPfRNkTBKb0cMX3FevMPKRo6j8OnHWR/XYmFYvIOTZTdk/Pj4uB3wiKz4vDADAxv95AdOg3HZgNmpOfsGsKUdjGLPuJmn6fzNa9OVoxCQ+appqzhy7cgZWXEa3eDbmYfe1XP0/pyxMi/Pw0ChBwx9ea7IPBkd5Bjn4lOJydrYfgzD0+F/8MuFqVVTITvzqpqf7eUDOK1rPpfNdpVnvcToWiQHXuncE3wbKFmn4ZXHvtls6vT0tBX8o8feuWhQZvDPQYfouf0JNtibbswTLmdsc7nW84Fm8MjZLcaXINK/8QX5jjrL4b6sJW1WzQ/3tRw7Y0Lm0vJtWviVWswlgyJn9hywHB8f13L59PJs1y1iY6AJ4+HluWSlkDuAmH0x/EVO8IF87hfpOvg3nayvvevFgCMOdDs6Oqqrq6u9wIjLTpznDIJI/1ZVM7IAHGdC7IhYwvjqq6/qt3/7t+vnP/95/eZv/mb9xV/8xbN6okxXZgoTpjiTgyCyrRTDbmNk9OsDraomoXcBrmuQfMqpMxM+SZZ2QNNG81XzzJENgPtJBfeyCvM2+PBSWfLRGR5H1ChxGlNHPbSfy1zIDb9tEHvgO6OfXiSGrBBdr9frenyctrNCB+8Aw2lAFy8/uHZgs9nUmzdvZrSvqvYyR6eADRD5AXiztn9/f98yqQaxzggQ4TnSIsrrPQP4xFFBU9PYQPT09LSlyZ2uNz39bGaMDJBPTk7q7u5ullL3NuKTk5O2ZOLaEGjuU3M5nNXZMsaR/Oa3gQ8AgvYcODjTCs8y++K+aNfLC15KgnY+yHOz2TR+G1jQJ59ji7A/DhpcD8c4qeFgZxS1HvSFLT09PW1ZKehwcHDQDrB00ICcWJYAcDgz7rXe23bxjLOwttvO2nG/gRplGugGJRDuy7UuHif0oW/TGxuUdsfg1DpmW899mdGiDR/U6ldiMDZkF3nzkrXH4uy1x4tf8rK27R5BsX0E7WJTbm5uGlCG79Dt6OioyYgBlstBuNBp78C9vb2d6ZZf2A1oQ0egbSYJoL0Ddds1682+68W8Ww0iIgS+jLqrppQaa/WPj0/vjKqaHLEd3uXlZX348KGur69bZM7/l5eX9fbt23r//n3d3d21KO3s7Ky++93v1u/+7u82B+W+PTbG78jCgupaKqIcsgK0SVteIvLlz3oRSGZgUFJnkJz1wbE73Ug7/tsKwzx7VxqIBHTpeGzQq+avoLDTJWK2EXIdxuPjYyu+zfooR6pOsdoZM5YecEvA1qOzjSXGwPMlBW6g7CydZYdI3PVtTn37YEHkytHv6elpV/F7oNHr9il/drRexjNQZdwGxm7bfPXzSePU7Ryvs3UGDM5C5TwMgG08DS4tpz3d+lxEmaAos6cGVB6j55vZJNryWTzpkLy8YeBgZ4reO7BIp2C+5dsFbJvsgADNBgvIKjYEoJ9LGMlf2y/0xeDQnyc/sBNZJ+q2bS8Yk7P7CWyTT/4cvbP+W5csV7QLgOnZcvsLz9eX9cs63JMj5Nl6bztpGmYfvpf55ufjOG32MO1ckJ/AFhvL/8gWdHTQ4GRA6qODSpcNoA/4sJ6/Ml0y4OUzB9i968VkjqrmOyKyyMyTNnF++ctf1q/92q/NBNmGB4a+fv26tttt/eQnP2m7gy4uLpoxOT8/r6qplun+/r5OT0/rT//0T+vy8rKNNRkA4TFcXgvmHjJC/L/b7dp4mEfOzc6T76wQLub2mS9Emo4mDDA4k8KZHffVy9xYKaCRsxBWZi8t0ba/d/aAeWHMXdRpmfDcXYfkgmWPLw0EBtIOz5EU/XhM/iwVy9Eg/7sI0caA6JX5QVPGMI5jk8WTk5OW8XEKmXZo089TyEjq2YY/o1VkxVko6J8ZItpfLBazwkYHL+ngoPnV1dXs9SCmufUZOXE0idzS1na7bW/ddpZlHKdi9KrpUEsvrxoEI7MGfTkfz6HnUHy/5+Ln0qnnZSdqOlQ9vfWcIlfmbuDF3+Ypcsi4XLdhPXK20DQBbOB0yMCzgYSxURTPS4utl27D9sBvuXdAYPCf9sMybHBruiUAqqpWUF71BKBs4/xjcOzMS68A3TzDtpN1zKCC8UNT6z1zst2gfS/lWZ9ca5XgDXtGII9OOFviuRik8jx/exnQc/WcWN47PT19Vu7ggMr2FpvIigOlLPiI7Xbb5J2g0H7LgM1nITmrVTVt4nLNcC8ASVuVste7Xgw4QkhsqKvmO7+qJqR5c3MzyxT4gEUrb1W198ZQn4FDYynv8fGx1ut1u5/thff39y1d7PG49sIOk/oI7gPVev2TPqhFMUqmPd/rGhHu2+2m99wgvFTrO4OStVEoAm9u9m4mp1zpx31bsRxhuAAPmrDkwTJnKmtGOY4A7cRcJ5Xg0IDNjmAY5q/igA/IhQEWbXP1FMXyR1+cEOzvfYoztEWR/Yob+vFcaQd5Y64YbQwzl8ePweV8n8Vi0eSXzIJBt6Mm5m+nbhDZc0imk3dxetkn6zFoDwPmaBuZSgdh2SJqRb7Qby+hmb7Mk/nnZVnaJ+MpGwms+SydNN/3nOs+QJURu/nfA5MuujfYpg/XOlbNXwvC/NAvZ6T8m2VMakDYOXd9fT1rn9/OgmPXHLg8Pj42vckshGnF39h5L5sZPOF0kRNnkjabTVuSBrBZ9gleTB/rgIPO5XLZ6rz2ZZBsk2zPMrvjOeRRCfgJy7mzMC5zsD3le/pwQOvdh6aldd/+1rYu5c1jdY0n/IQm4/iUiICOrqNldzlF/YyZ5T3m6MwUfoQsJb+pQzQosgzgh0x7A0Jo8uLBEQILSMoCsarnlfhcX3zxxQxFOiqibYjsXWsUxN7c3LRIDKFgnX3fWO3UuOyEHPUOw9BqQGBqOisrU2aMeo4GY/C5KMMAxDU/Bii0Z6Nt1J6gLJ0HdDat4AWZD48rLxv1BH9ulzEmLTI6t9NN/vO5jVHv789dOFvXLBBd27BSD0YG0VF2OuEEfMgntHSGI5ewuJ9xOGNkUMjzpm0CgnTw0N3yzr3paJFFnJJrOMybvPbxxVcCOX73slC9Zz0367j79z0JYpMm7hfaOMvTA8EJiHKc6Kqzdp4nzyAbGRTiRH0f9HadDFevPsWy6MwnQMFLfeYZMuXlz95yEgCe4M/LdKaDnbLnYfkxrxyk8h19s9vYmwygk+2wZQW625a6z5wX4zAdbYccnPZq9GyTM2CB/+izT5inL/sBy4H5ZD7nZWDeA/r5vBMYTkiM4zhboTBQ84anDAYARAmE0zfYp/p79MbBt+dPu87sw9N/I8BR1VR8xuXJWfDTMPolhzznNPNisWgRLum3h4eHlk0y6r69va2jo6O6vr6uk5OTWq/XM2bSNog0hcpKQf8IDwdoMW4fUOcMjlF7ztu/HTlst0+HK75+/bplsVywCjg8ODho7/zKbA398z/PgdodKSS4Ykw20FY0BNP89T3OBpi/CdRsqLgYuzNjNgzck8qTTqx3pTGEfywXEA2R3vbOGu712ryducGzaQYdiJKIlLxc7KUVDOYwDHV2dtaA//n5eXMAjtRxDMjNYrGYZfisD0kb6MZ4mAOf+fC9pG2C830G3DrSi2S9ZJ0Ruh18/qa91CdfGST0sovmn39o14AiZdxt9cZkR28e8BwZ2nEcZzuZkBvvOquqlvGpqtmp4YwHOSZoc9b74eGhLXeQhXG2CH2mveVyOTuQFIeVRcgGcD0bj65416iDJdsUCtXdLnTkYtcT8zTQt+wxbmcukDFkL19plX/zO+vsaCd1wJdBqeUOeXJWz/2QXeVZZDftteeSPo0rg/SqaYcgsol9Ozw8bNlFCrPxj/hV5JL2APIs0fK9+QBwZizwweUU0MhZbvOU78/OzmY7MB8fn955aQDfC9q4XgQ4suNzVJqD32dY3E7VPE0PQXlPFI7FKVKq2QEQ9/f39cUXX7Q2E0lbeQwWnD3qKY2BAM/gwKz4vTnld1ZiF+RllG+aeDwAMhtgZyfSqXieGUmYDjYCNmiZJTFAod3MennebsOArgec0/jk39yb4KRH/6S9ldgRkvlKVpLlCYOfXvvQPkGUaWHwjFE0Tbbb6Q3e19fXbYNCRsBJiwSSCRgYt5c4PQ7osdlsmrPKTIX5bfq7LdcRmE/MMSNtgwnaoK8MWjyvHmjq8aQH/hOUJ428lOssp+eaNHbbBmR8Z4CILKQNYjzeqesxZtDgMXjJKR28AyYDHes5bdAvc2GZDZDkvu3oMpvu8SdfmLN5k/bWtHOGIPv3ZX2CNrahBhU92552o5ctdHsGObZVrklCH6jF2afDbgPA4JIL617PxmG7/HnKqufpjBA2BnmHj94oAi19wv5isWjlA/ASsJvZnF4Q73Hyt4M5+ybXPeVz/0ZkjsbxqdCPCXLegS8Earlczt6RYwHooWAUlZoihA9j63VxjjBnmzb9Wml6YMUFenbwVjKQMy/N81rsOE4FuPscdNV823vV/C3RtImB9HtxuKAfa+kuoMzoDYdH2wBI19XYMO12u9lRBCgSERnC7VoY9+fIw1thk+7mO/SANhlZcS/t5vdZvO/7ezJqhc/dQ0Tui8VidlBeAnmDCUCHl5LJypiX2+22bW+F1kRzZLDIFi0Wi5YVdTYgZdnG3vywMWUMNsqu74LHyJuBmr+3k+V31uSYBx6nL+7J11UYnMAjy7gj9gQfBiR8n0C+B+awIzkGgxfoypzTwfkHmYL/tGNwC/3hAa+Kob0MtrzcUDWd5+Nandz4YtuE7JAhJdOEnrvOsGpaenONE3bIhbTuy/Lplz9bX9ABA16/jiLtHJftm/lgMMgYTcMEUx5H1fNDBRPwp2y7UDjbgydVNTsugQ0WjMmlI7bXrjGCzrRNBs+Xl+qhB2DMgTZj9OoGz2fA4jlRo4b9GMexHYMDwIbmfrm0+0xw6jEm8IRv6bvcn7NYthP77AzXiwBHXBZOrhQ+PrNCJFPzcqG032U0DE/1RRQoYzhYoqqqevfuXRPgHqrNyI57fcYQOzyceiYiyIJKK1wClrwHsALDOarAgsmYyZRR9Od+regsEfG5i8kx9nYMGGBS8DhJHLQzWml46ddLahj1dB7M3REXBo7dTF7O8MWYmZeBFAaGPnvRFc/si64eHh5mhy4yPt+DLFh+MSbIJeOyc+G+V69eNbnyEhh8OT09bYDJDq9Hx9Sr1B36tLNjDjbI9E3RqgMB5g9dne1J0OSI1M9Z3uFhpsP3GTgbxwxUkgbJa+SYcbtmzllNy5pBppc40EXzJQG9HQ6/U1acbTYI9NwM2iyndigJoKzj/oxTuL0LEpCOrlOiYJn1sqLnzblXHrvPnnPBMeM2XQ1mGKMdZs5xsVi0Ok8yFbS7Wq1my1Tr9bqNB355udo63QNP9L1PDgFfzA8fZHmzzbu5uanj4+MvBBqVAAAgAElEQVTZ+828OgDgYCx+N2PufkNu0GfLI+2mLWBVwUBmu922zUyLxaIdUopvMX0IOPy8Qa/P4+O53W7XSjgYO305iKENy7/lBNtoWl1dXbXlQF/Wxd71IsBROpHed1YWttlbYar6Z/F4uQECGUxhbGnPOy8wrrTD572xOlrmOyt1Ah0fwJWRatKAsbimpxexIFyMxQWejlTyje020B57gtIUXCuDETrjQVB92CB8Qkl6mRvGYkMEjVFgR0+mhenNXNK48bfnasdsOiS/98lnGkYbg8xMYDCYH/SAfjaE6RhsNJ1+J+vg7IzntG/cdrYZgKSDRQYsKy7YhSc8k7KcDqV3X9I+A6GejHp+Dq4MQq0nvQDMBncfDfgswQnG28tazlQkKPVv35dZl56Okmk00PRcCfJMX9o3LRzIGEAlwDCYzbnlLiKOAfBcc4co7Vvn+E3gxLihK5fHYzlI3aM2y/UmPsIgwaZP5TdPbGtNy7Q5qVs9++zPe4GTnwVYVD1/hUvKRYLHDB5tKxNAum/LAeCI8VvPAF8+coK2XOqBTNCXA1HbqF7GyIAuac6cEiy5fAF5tR/wWVemM2PrXS8GHJHxsOFKw1Q1n1QS2evRjmrPzs7q6upqVqQMY4mEIPBqtWoMYudNGiAEJZcRdrvds2gbIMLZL6enp7NUM23knBPRJnpGkChI51wPFMBLkywXOjVvYayatrNWVTslt6pmymZaZwTrt16P49My6enpaWvHtUxVVbe3t80oZfFjztsRv40m97qAD2VJw0Y/VhCDNhTKRZcZOVr+zPN00L7fxs11HFUToMA5ILteznR07GPyDw8PW8QIACUD6qVJOyMvRxl8eb42oAYTjAXQbfB1d3c320FFvwk0nS2qms4m8tELph86TXtE4dYbz8dO2H17LB5j2hsDBtc4uX3T07TrRcw8l1vH6XO329XZ2Vnr29k16wtRu0GEs24EbrTpZWwy1bSdGQjuZ7zstPz48eOM1tzvN7CvVqvZlnSfXmz5IBNjpwvtyGhTMI3t2Ww2bQcm7fMscmFwZ3nlh52jZDqoizk7O5vZaGzxcrlsdokx2u4ZJDrTZt3N4Cvlz/KS9jdBnt+b5+ztYrFop30zd8C5wbPtALQ3uF2tVk2mfZaQdQ57Ak8YL37Hc7DtgW+M2+AIGwbd4Cf2wX7MWfDUVcZq35W2y7J4dnZWx8fH9f79+5kc7rteBDiyo++huH2I0Iprg5OpQ+p6AC8+t2K1WlXVJIiXl5fNoDnNnejfxoyKfZTPp3by6gOWkthBcnh4WFdXV22OGfF+jlaZhsfwAHoyg4bDh275vJXP9S8JOAyKiLgMnrbbp4O9EHxS7NCGsQ7D0HbRoIDpqPx38hhDgPI5tc+c7OztmDFQzNcRMVc63nSyvaxa/obGCQjcttPrOClk17ywPBwdHbWaBHbi+D2Du920qwYDZgPj3XMsp9jR82MwmXrlJUD4l8DDV8qe6QRvvayATiHXeYBnOi2DPPdpp2X+7Yv2kR3bG/Oedg2aHUTY4aMjCbKSRuz4wTagw7kcidzbqfKeMdMRu4UOc/ge8mYdcBYZcIVM0hbHkEBzzmdjOa6XMXewuVwu27IZGR0HNrY1zjwgx77fwDwdm/mJXrhmD9ljCZjjWpgnss77CenTBePpgJEtL7umc+4BdJ7BX6BPXjI2eGDclivPm4Af28oqiINKykWQK/p25sRy75pVxkVAdnJy0gJv7DA2mWeg+3b79LosluSwR/ztzDdymq934bJtsyzBN2SIOTBX2r26umognLGlHfD1Il4fkkSwAbGByO+qnqcH/RnX4+NjSwMi7Cy3USzGZ7ke7LZt5HtIFkG2gbFxI7qyYzDS7s2lNwaetaM2KPgcPWzcAVTp5ACg/PYWYjtv887RrKNsLxlZAXAITs8aDMHrjNDpj/YxIOnYe3TMaMI0tcNNI+jrc4DIz9AHfDHIgfZuy4pt55Z9I6fQjt/USDhzwSm1HkdGwMjfPlpV1TPggqybZtbP1N/8+3MGyXTDiJvuvf4sH72rB9wMfvjpgaLPjT+zFvzO3ULcix4mrT5+/DirWQPksvNot3s60O/29na2caNqXotSNc/sWvbgFTbOgMPyRrsU8+ZSNnNxHabHgfNjnH4dijMJDkrgIdkq6ErQZtnzGExz2wPoQyDsl5imDlVVKzbHtrmoOUG3gy2DZL5LGbPs2FbyPTLiYmPsJtlC6IWuUvNFm850oTMeW+4eYzxkaRzgmo7WCehqgG17D7BnDpm9dVIj/QvAy/RNO52f2e4zdmfG0SkDXXhu2/o5W/QiMkdV1S2YqpqiRBsAhMlFxy4CBF3DiKOjo/rqq69aNLNarWq5XNbFxUVDkERBKDAGwESkCM4CCMo3YkUBjJAdbdAfJ3wyL4BbZqq4EAxHWAAPjpMng0AmjKJKp7xzzZYogT7zNR5k9SikQ8icnYPuHz58aP8bBHA/v/OE8x7YM03ohzfSp7FDuWwooZff6ky7TseaDm43QU8PgDlS6oEZZ13SUNnh+PNcbkUm6YezOryjZbPZtJO40RWcFMWoVdOLHm3kDG6RIWhK+xhnOxXLQi+g8f9VU90e3xtkQy/AHPLrGhRnF80D/md8vaU12tgHnmnDhrcHqPJ/A0jfYxn0S1+t14zFNXi8UqFqKljGudMG95t+zlAZ9CQIYTwAj1zi4GXBLJ3RlvWXLBOy4wje9ARg4dA56sHOkUyOd51hz7g3ddvLdc44JY+sZ5n9qZrvmjR90a3MWPq5rLHjWdMgZW2xWLTMBe2Y/gBj2yaey/fncXbf4+Njs81kVix/lInAV5evZLAOPaxnBpv39/fNRhi42gd4l2gGJYCocXy+g9lj7vExA/Llctn80WazqdevX7dlUWfHyCrxXdqlFw+ObDAs/HzmSNXRlSMsrztaKfjNOuwwPKUdb29v6/j4uFarVUu3ocg9ZphpjhpQEq+Vch0cHLTU9/X1dQ3D0F5ua6Rr5+IMjKM5o3EMTdWUffJauA9ng14nJyfPjLSjFQTV9Ddq56Jd2mO+dlgoKVvaXTtwc3MzA10IuiNQ2nAUDE3gE5eX2OzcrNgsz8An7nPmD0PlLCVXGt50nvm/HTkOP5cHGANzzXVz+INMeCw4TV64y9IFDoPjKHIujItlj6xtwgkhT4zLS28sqUA7tpMnoDQ9MlpFhrnfwCRPNXZa3/ptvTDN3B407IFd097Rp/nC7+zL9LS+WE8NjD3+1Cs7yo8fP9bV1VWzUejzer1uziDrTAAqHPUALxMgQXt0xbt3vcPWDt87ULmHnZk4eugGP/1G9XEc63vf+17d3t42gAd9/EofF0dbZm2jMlvlgMTZRWhpHwCNbXvImOBbWC7GdtGvbY2DZgftjMNyaBmERlXVXmPlzT3eEYg8Yc8BRtAiwc16vW5zcfkEPOINEMga9ogxcmAw8mQ7Dk+8FO+NUAbF1sm7u7u2pM89zmJyP0vK2Pyev4EG0BlbxG9oDvjzMi3z5HsHKvDMYCmvFwGOuCxYFnSnIflBOC28VXNHZZCB0aXWZblc1tXVVQMSftGnnQW1D7TNs47KFovFrLDbSo6hu76+bvdS6AjiT6XmuVyKgQYGFwhBriW7HoExpzBAI0c8PuqAOZOdccYpMz1pFFAS+DcM05ZOp1MdeTA2OxGujOxMM39vB8fnGeHZKaGYBqjOHlgmnJ51fxkteo4GXWkA4YF/ey7cA38Yp/kP0Dbow4DCOy/huYYIWUJ+uNeO08bawMcBQ8ql+bMPWNB/ZhtMQ9PC4KcHhAzwPTd+m7Y57rzSOOfYLCfwJJ+1nfJ4E6ST/aiqWbCSjtK1L7QJeMEOwl+DSNOacTmbhD3KLAptMQ6Oy8AJQVPTdrl8KnrNrd3IJLYOkEZfjPn4+LgdDghdnFF1BhZa8WO6ezwOrM0j6y33jOM4W5oxMLYdYVw+HyntH8+nfUoZse2lPrOqZjpbNR2rQnt+ATBteYOLgToBjpfBnF21TeiNm/uclfW88UH+DLtvmTXw8bwsR67X5X63ify6Jgp54GKM0I+AwO16hWnf9SLAkY2NQUrVdBS6GWkj7Xv5zPfyGZFNVdXl5WU9PDw0RWZJjawEr4RwhOWLtDSMrZp2upjYGK2vv/56dpaH6296Bt5GwNe+yJZMAsYI4+MtqoCxi4uLpmQ20gAZlMnO2AXW0NURnesEnFVD2S4uLtrYAFjOQCDwGVEajO0r0oP2OAuiFEfrNj6WOZ/nZGVmnJlZoB0DEtoyYKFN/21lZfzOJPl0XPPd2S/3U/V0WJxBMWOBv7RPFIc8pjP3id6et/nC3OnL2T7rnbO0jIfn/LfP1uF5G1lkMw1lD4TzPb8N0iyPPdDme2kTfXEA4CVQy5DHZZqaJ9kHtLIjZHcW7bo+j6yLaVz1ZIdYgoN/8CazR6abAZqBFXLDZwAYzhCjFCCXeS2n7oNNA2S6yTZblswLA+X7+/uWwVmv17MlFAfM5rfpD52Yj19HAggiAPZuwt5hpil3BLfWad9v2+wfz43xsiHINgLZ4wy+qmlnLZuJyCKy/EgW5vj4uC4vL9vcnfXNoD0DEPhpUOa/kbmq6eWzlCq8efOmhmE6UBO+m9emk4MDZ3sc4CCTlitsPHpjmsFD2+/t9un8v16g67n3rhcBjhhg1uiADiE4KTgiXS+V0U5PUUg/U4C9Xq/r9PS07u7u6vvf//5szZeM0na7bbuCEEjaQ0Gq5gWtMD2F8erqqr773e/Ww8NDvXv3rh3yhXBUVQNOBkAIWyLoqvl2YBTfysqcea2DU6qO+lBc70DycguG02vMdho5XtPI4CwVb7fbtYJDxmun4HElUEyjimy4NoktzHb4zq44WuQYBCuqQQzGPiNQFxE6W+EIzI6ZOXppKeli573b7Z4BDSJIDCR8w3mZljgcR/Jc3IMccywApyBb5pgr7Xk5Ff5kRs9z4m+uzAAAgrkPvnCvnVMCmgQ2ppOBpoE2PEPv+B9DbjlIvvhZ+rKTwYbQn21aAn7G7EPxCECoH0s5N43gXc7fmyyQSxwI47i8vGztmU5egrEM3N/ft51K1Av2AjGAJDwmkIBuZDXhLZlL84DxEvTZ4R4fHz+TK+wcOmsdMvBztiSzH9CBAMlglPssE7ZTlu9vAkvcw98+vPbNmzeNBycnJ+0EaWeUbCexEdj6qmpBrsErffOMl5pNb8uyaeOx20cNw3QAL885CZGlBM5+GYT39MkgFlueAaZtHPy3vKXemBaZ3OhdLwIcVVVz8l7OqJqQKszl+2SkwUguw1XVLEqrmjI9FxcX9fr165lzo+DM97sfEz2jPF8Ixs3NzewsnqrnO/T4jLF56abHYMBejgVhf3h4mK1rW6At9M5WGL37GdPSGQkE3kKbETTjTefoQm0DKAt+Gjrownd5eTzObtGunbpBYEayVm7zyqCJOTg7kNEznxtkJLDzvJ2tSYcHAOJz5pWgyFdvDKanz77KZ3JJwzpn2htcWL7Nk5SN5GmP9pltsS6njCUog3e0meCc3ylrluOq6ewuf0af5pfnZ14niONZH21hOSW48vh43pkSR//wAFnkO9spywtyz+eAfsus+8bWkEVPx+/sq2kLOHIGLh2y5TJ5bOeOnCSNbYdSHgzAaZ9MhvvJZzPIA3zRhv2EeW/57f2fANr9015uGKF2x3NHrrjHY82sCzKVACj1wHynjZ7O9C6yeM4kG4ynrNpGmfYenz/PsVq2DfL43nWa9I08Jf164MnXiwBHOAkU9fLycrYDzMoAA8jmUBRohvQUCcCz201FpNTmcJYHAvXmzZsGLjiLKI2V0TjCZGa436Ojo3r//v1M8Eg7WsH5AQT2nMowDLPoJg2Zv3eRIZejIQwVxtP05hlADMDExYiM0Utsmb1KPkNnnvcuklym3Oc4eZ65Vk1nanDwJIbb43n16lU798WGGpBJtsuGDOU3kGG+TsEnYEtDCy0tGzZAXi5gLrns6IyDl7bIIGW9GHNyZiJBnNuAfxkVM1ZowHN22gDNTFf3gMwwDG2ZxXUJ9A1gdzvMxcbfPzZ8llnzyrvfoAHZAvNluZx2wtAm4zD48DMp08w9wSR8Oz09bVk477o1/RL4WfYWi6cDHq+vr2fZQ+TEwJgfwJ7PRfMZRpbZ3e4pO86J7CzfkV1MXfVrcBK4IfsO+BwIwR9ndne7p2UlZ6lMQ4Os3rI+9/kN8HyPjhtcJNBxkMDztqPpD5hjBiTpfA3K0Rf4xzIi9onlSJbPsbXjOLbSD4J5kggsDW63T2fOucaWe9B59Dmv4+Pjur29beNEHrl/u30q/majzWq1auPPoINz/jIIc5vjODafbPADHU3DrKcyH5wx7QUtvpjX57JHLwIcVU2oD1DErge+M4E2m0078fr169dt3dgMdK0B25w/fvxYX375ZR0dHdXt7W0zmFVzItlosJQ3DEN973vfa31sNpvGUEd7vqxkTv1VVQNpNrLebu9CcLezWCzq4uKiXr161RQhaYTSs22U9XtHQIyhB8zMExf3JrBiPJ4jQuvj2ntGh8s793C2fIbA4yxvb29b+/Dt4OCgpd9Jr3M/RoDfzM3LHRga5sPxCjZgAE0rpYuWHTFBE4MRH5hmIGkDYPkFqHK5cNQy6X6ddbAhcJQJuPL4DbyZr+nJHHFGjk4N1g10s10DHD5HphibP88Ij2f3GbrsJ8dgA7svw4XTxFk5S+0lwwwCTG87E+53FtAgCLlj+z72z/WD0MPLwhkgYVccFCAbwzA0O2aaW99NJ8sB8mvwn+++4kDIXvbQgMF8ZBzcb1AHgMKmmt4GHtmOx+mAyQEFIIJg2rbAQA1dtf/gXjveXvBnmUCOvFXez5pGBnuMBTC6XC7bYZrOzp2ens7khsMrrVf2b1mu0LPF0I8xGxga7PkcL8YMzbFP8B4fQqE9ttQyQO2UfSHjdLbfO9SQCwc3pjF61ssyeW6fu14MOGK7Oyiyqr9DhIuaI58S7CuNvoHDbrebnT7suh8vyVn53AfPp7L4N5cBBe3yvQu4bazow0qU35Fpc+bFRjojNIODXkYmFdbzScV0ZJAp80T8+bn7Mf1TEaHLPiG2YckIDoOXNRlZF8PfFMR6frTnXR7J1zR6zmJlwaqVNp2qHQl0sfFN2XCmwGAWmtspW569LJJHRvjKbBh9Z4q+d+XnHlPPKaQc9WTGspTOt3el8Utb4L8NBJAPLzfmuN2vM1z7QJvHlEvlCUpwJGTyDBizHhOQnfVkmamibWjNGAw4zGtnkHwv36W+44AzYudiyTd35Rlg2rH2gK1tnMGiayD9WS43WX/Mg55f4X+D2swA9+6Hv84IUYDek42Ug7T3+2wy9phMTQZCabsclHrufqbHN56xzjkrl3MxcOciacH5SNYBxmMgvI+uVfNDchl38qX3t+U6+yCw3ne9CHA0jk9vzr28vJwphxWu6nn9As6BHxQwDcY4Pm1FZWca7895/fp1E6DlctnShDYQVVO61MICOHO2x+P2xblKNvJV8zN6MCI4aYO6fU47C4hpm3F//PhxVmTopRjT3tGCjSLtO/rzTj4LugFaz1DyuZdQGAtZJgMDR4NV1QUBfGcHhUKSooauPcU28KMdeOG0uw1vKlovC2Fg58JJHFoPHHmXJqe222FDP0CfnRYyCv1yftznk9uralbkacMDzeyM04Cl8bYDso4awDMm5MLFndCFsfG7B8zpw/O0k7EO25lvt9ObxZ0N4Ls8DNVboy3X8Nyn6SdtDFC8i7KqWhbXqX34Z0DP5Wwj2a2qp51O7MSx/npuyCpgCLm0PqPf6BHte6l3GKYsFHKDntg2wkf0mGVDnJllwvWGzB+em28ADDLDjNN2oBdkes6ZKTKNc8xkfFLessDYsue/DUicTdsHILksMxlUPD5Or19ZLBZtcxFlG2T1WHFgnD2gZZDl+3r+lrH05uvgxkXjtHVycjJb1iRDBG+scz1gzOUVFC7z1sDZ/AU0G/ybFgbRvetFgCNncjJi+ZwQWnCqplRmRjzDMLSTQklBkjonimH9FlBAewihU3e048PvHAllNPHu3bsW0aQwIhQwj2eqnoyfz1hy2yivz6hxNGWjDlhEEAFJKEjVvDbADmO73c4Uk7kaEFmYbQjynuSlDU7VZBw4KNMy4CVIL3MZkBkI2IC6OBca43BYlvC8vTTn7I2jFzshg4hM8Z6dnc0OaUOu7AAYK0DRcgutAXx8Z2eDzPOM0+nw3e+fS2DnyNvfeV4sU9rJMxfTAP1Ng0ybBnGk+nNMKVM2anY8yL8ze9Yj16oYlLoPR9O73W72XiovydihJlB3X9Df/TqLaP1Fx9iWzRIVfEr5MoDc7XazWjnLO/34MFhnTZMvpgPfwWcvpSKzyC+7xwB7BjgOCKqmmiNnYtE5Dr9cLpftRbzIEf0zdnZx+Ww31+m5JstLzdRFEQRjEzgJ3HVq/p30sm8wmLEMGVzmVnXLttumDdPY+jiOYyuTeHx8bNmYjx8/th3Yrvuz/XVfabMTMHCvd//arlrGLL9ehrQvXCwW7fUs0IOlY8Zg/vXACrpuHc7a4h4AzLkxrswe7rtexLvV0uDkgFOA/LcdFQeUVdUz55jgIkFCGi8unzrK93d3d88OC6ua1vTdB8CPgtdEv6kEVjgiqn00S4PmqASD3UtnQhvTJ6MWfju6xWAaIKWhzSujJd9vMOp2U5FTmJ0+5n8iXOhNO35HlNf0US6exZC7/8zKMWd4x3024P7cBt78sbJCNwMkAy33bZrSLzx1Ngm5Yk4Yewon6c8AE5ACXejbcuHsrKNOy2SOsecQ/H3Kre/pOXTP3T8eQ7btK+WXfjyODMqgswG2f0ynnpwa0PK5dR9A7MAp9dJgmHmQtTbY9tixizhyz9n2JmnSczSWtfxJAMb8rQ/jONVYZe0fYyTjYVA1jmPLPjAWAyOP0TxMO9FbumOczmBWTZlTnuvJatqgnl/qAZCejvA3umW/ZJmCdpkZrKomQ73Mo/9PXcsx26a6/MLjsX6aT7Zlnhs0Rx6Rm+RP0jHHl3SzrFm/kLsMIhmLn7VdzetFZI5w5D1Hmn9bgBHix8fHur29rcvLy1qv17Nt7o4ecRJkQlAMHAJjMdF9LgPZIorLyDr0hM1KZCNhRF01rYHnq0eqqo2TrEEyNWsY3B6fE8V6Scfpcwyn17GZu4+WT4E2cLLgel48hxKbfwnIcpmDaBSDaSVkbNCDHRkGIo5QGTdn+eTZSQcHB233o+XAzs28M1gxWOA+8zJlg3bJFLgtfvt8Ez57eHio09PTZw4Mw06W08uT0IEi9+1227YHEz1TE2C+ICMuNmf5pWo6Q8rZjQQ2nrOdvUFq8py/nY2yM0+j2FvutsOgP4MO/22w4MzYYjG9UZ6MKeOBxshbRqdpq/ibZQfLPHLJOHKLveWKeWBz7HjgT8ppRvvwzIGSl0KQF4/f2U3PzXKJY+MzxgZYoo2zs7MG1q+vr2eyinxdX1/PbG5mv+zoDJR3u11bqqQ/5obtIysF+DKwtqwl2FytVs+Wns0bg0bbDQe3tvs9GUnfByj00uZu9/SONMZnG8BSvNsyEOBzdNr2KXUogznG7OVPZBQ6o7POOG42m2cyb5sK7/BzAL/0aclv5uy5pY7zP8EDh5caoFlWe9eLAEcINtsHewMGXTrDxFb19+/fN4b/5Cc/aZ//4Ac/eMYYhA7ieHsvY+He4+Pj+vrrrxswYYda1YTU01g4WvD/GTkYIPG/hTQNuSM808eO3grhDAHCZ8dqYUbgnZI2PYzsGYeLObnfy3sJZh1V2BC7DxvV3W43Wzu3HPjdRAg/kXQurTkjRFr38PCwbaXmkEzogwOxAUgHQ7GsdzJ6iRUwa4OLYcIoG1gOw/RyUdej2FgkgIavb968qc1m03Zf+oWt0A7+I0eZ5mcHDzzBgDFnbzdHbo6Ojurm5qbx2EtuPQfm+xhD3ocs2BgjX9DZwQ6y4vvcnpdEe/IIjb186qUEdMM7Pb3U7SMAnIFm63LqPXNjGYL/Deq5N5fmoI3thnXZUTP0cEaN+xk3gItgCHtnoJ6O2zT237Z/BknOXAEsDg6eDqBcLJ5euXRyctKCBOTQfPbSInM7Pj6evT7CDp170eHFYjqJnLk4yIO/+XYDlq24j6WglCeeAcgwR2wtvM0stGUeObHtsY5YLywP+161YX/mIAWQhe8yCL25uWk8TxCIbTMvABvYrpTNqmrHdfhzbJF1k6DDoC/HzVzsd1I28WGWd57pZfeh8b7rRYAjR9t2dnyHYbZiEm3kS/uYvA/Ucj9cFrpMGRuI+F7AEUJPm3Y0NhweP843M00oCGNg/dVRrR2a5+I1ddqycGIwMCZp+Nx/AgM+cyTmtnuCiTHLiAPw63mjgI4kqqatv44sbHj9DL953u86svPJCIN5ksFBBjJzZ7qYJozBzgGeGEAkrUz37XY7y14iF9DfyyF26PzYUFXV7OgHxgi4436MhLMP/DiytcHCsLuw0nriOTtr5/Ga7tYp61B+Zvm0LlkGrEMGPvk75Tx5gz5zrgzBE7TwK02yfsg2y2f8eAnXNg2+2hnCF3+W8u+5ZIYC2nlujv65cmnJAQt8M4jzuO0wLSeZ8U99s+wC9nnpN/q3Xq/bq0YIwqzLnr95bjo405b+gLmhb9ArbZ+zHIzN+mwZS9tifbX+pz0wH7NN+y878x6oMq9TD1IWGC/yRx+MC//kDLJp7iwRtGFcgEa+t+7Dby8TOtjj77TnKbdJuwyOMgFCMIzemnb26+iaS2R8vQhwVDVn8L4Urnc1sQUQgedebx+8uLio9Xrdai3smAy+zAiIheDc3d3V+fn5DGzZMZiZGU05YuH7jOrNNJY/WOJxVGmFsBPNseD0WEKiONcOznUozkQAzHoACeeaUZOX5ohK4KEjWOe0gUEAACAASURBVECPnZHpTJvOPjgqTMXnDdvr9bodFIcjcbbHjpm/Hx8f6/r6uv3v9fRchkXRDPQYk52M6eFxGkT1aHdwcFC3t7dN/jBglmectudRVW0ZAiPkXUfebMDlg+LgCTLBMtLBwUFzNMyBXZzsNkGeMoNow2/nhqx5ucKfWdcNlBxtslMq7UQCcgM165ftDLJq28Lf2Ba/bgKeE3R595XlYbFYtCwT/ZqWzMXzRFftoB0cpfF3lmS5XLZ3XLlt2ynv4EU/XSSdbZNp8dx7yx7IGTYndw4lqN1ut21l4Kuvvmq7SQ0Y0QMyE5Zf2w7G43dEAmTYPr9YTBk65sJ4XDheNe0mNJi3/eXzzCI7y2hgYVq6b9fiWJZta9ALDqtdr9ezbBJ1R3l+kn876DEAhk5eFq6qtuMxA1HrRtppfBTy640E8ILg6ubm5hlt6J9grWc77U+5vLphXtF/ZpUM6vn/m+qbuF4MOKqav6IgkX/VnOkYoN7yFgZ8t3t6rxlOoGq+JZw2t9ttnZ+ft1Osv/zyy/Y9CmEBNNhJx8D/GNI0xFa8dKjsPHCK3T82ZBYMtnJiXKHb8fFxrdfrBhK326eaEy+zJODD8VmpnG5lDF6O60U24zjODinzK1kAVF5fNk1sQJALOyPv2rq8vGx/G9QxdqKaqmkp1E6N/u3Mc+kGsMGYGKfp4bQ6cublGkeZ0A5jCCilfx+VwD2np6fNoQzDdPQCzslAFLnyycYYItMc+h4eHjbwgRw5muNePmfZyFEyNHFgg5yS1fLSh2UGGbEe0RdtWm99cCt1QTgnz9/OznpjGbUDY+78zy4/H3lgYABN+MwO0gdnQgMfFZDgHXrivBxgGMwwPmSRYMS65Xo1+rMsegmUANOZL5aYdrtde4OAAXFP3w04bLuTp8Mw1Pn5eXNQrAAcHBy0nWgAD+YAaIeers1iPPmZdQo6sBx+dnY240EC2HEc66uvvqrNZlNv376dLYnBI+S1V0tmmUO+7DMMQiyLPGteoDeWbeueaQw96bfHK2jpYIrvz87OahzHtsTGeGyHsWuWY2ddnYUkkEBOoRF65kAB+eLHY87MqXlqG2g/zbx8oCs6w4GpBoq960XsVquan0mUEWQPGOBUnKaumgvazc1N3d7ezg6VJDJGMDabTb1//77evn3bajbevn1bb9++rXfv3rVnnF3ojZPPrAS+j7E5eqiqZ0DItT1pRA0k3Cd0yigQA4PhZm2d+zGOCdgywrGwZnodhUTZqJfxUqj7SgVwJMbF367poU3GBF2dEWRM3hGRSzc2CP7ch4LaaScQhrYJCh1xmXbuywbTAMUy5KiGORP193YumhZ2pFymDeAXmXOWCtk0jclMcG86OdMp09VewqAt60L+7TmnYfdczTPT0o4tHQb32IH4/2wzgZNfu5Bt94KmBIEEBrlkWDUvYLWNSTuSztE/HgdtMg6ict+fNsjZETtt2y3LVc8OOkvKPc6YVE1HShj4wA8Cnly29Hgy2HD/ZMrhrbOUtq0ukKavxeLpFRg9IOyMGPqSNpd7zafU4aRnyjZ9+sKWEdT5754OpN/JJcb82/87CeB7nKUx/w16XKuW9s9twQsvexmYWj9Sf00/34Pdg35pIwywMlMFqNp3vYjMERNIQ20DakdjxwNqf3x8rNVq1d6FxtH2JycndXp6OiOClfjjx491cXExEwALLYwEHZvIjN0onDH77cRmRC6R5bJX0gThsVLa2VTVM2MP/aqelgX9NmsbS2dUck2Zzy1srody5EKkPQzD7HUjZO+8fg5i95bTHuhzAbHHzdycrnZUQDuZTaSNVNg0YNAX+thYZBbFYDFBmOXDGTaWC1zPYIPqdpzGd9bLc3fmgDkAiH1/GkPmQRScRgOdol8OTh3HcVaMadBKoAIPaCNBhHlkwwnNMjOXDgjeGnDQV2b8+Jx7kv+ukWB5wKCR/vzqDJZ/lstlowUZGzJQzNkn8GbKn/+Zox2bZcP2xsvlDgLYYOAMn0+v5vME9sMw7fwkQ2QZ8SG32DW35SUaL6nTHoHlZvP0ipODg4O6ubmp4+PjBoqwn+M4HdbLsSzINPaOe3n3ne3dMAyzY1Os0wbFZGZs6x4fHxv/Dw8P2/jSD5lPmclJu4xOoWfw1vejP85y9Zbf4LPnktkn2rddM+CCJtYp/nddbGbebN/hp3XMp7dDS56jJimDEAPj5XI5q/VLQAUNbdNd1I2cmB72QRTde0ymx77rRYCjqnkaHaIlYPE9jioWi0Xbzu01SYTMhWHr9XommETHbqtXILkvyswIBObiNO20bFCsrAZ+njO0cMRUNX+HGYbczi2jWL+rjPYybeoxZDYLA2LjS3ssedhwedmOtvgcOrEUaPDDOGiLOUFnxsB3Vc9fm2Cw5SjW0VYvavPnSSPLn/+2Apuvlg0bNMYDLZgP38NnR202krTpTJ7X+jFuBmy97EJmgViWg7bU6DkwqJpq/nI5lHGY9q6rMw/SiFufDAIyA2E6cllezL/kk/txNO2x9XTPwZBPtOYzPrdzNlCHtuZj2o4eaPTcHLnbqScdvBSDI6B/L0vt40kGGHbg3pVnwG2naadmPTTfWGrZbrd1c3PzLMDrgQQvATIn5uuAjzawQV7ihm8eqz+3DGSw4wDJcmP692xxD+yaz7TtsVgmbVetEwa3bqv3d69PdNV/M37Aqv2ZgxsCfnhiH8l9vSUx5IQ5ZJkC99mueuy2w56LbYNxgfkJQEoskcCxd70YcGTH6/+tQDYWMJXXgFxfX9fbt29naBQlvLq6ahkmnyoLkb7zne/Ul19+WT/+8Y/r66+/bgW7VVOkRgFa1eSg7LBhhpf6LOCuueE+v92aMaWDyBoK7mOX3u3t7bPCSow6EdTp6elMmNMxY4hZM6YvflOz5QyEowdnLIhAHh4ear1eN2W6vLycZZ64rAQ2ro5QMO4WZiujZQTa2hEzXm+3N9+s+Olc3V/P6BjApsFydDQMw0xJ08B6rqkTZGaIeAxoKZbmextqj2EYplc5GJzBdzthCmdT7+gTR+Y+qqatxQaKCczsMJDZpBky5VobZ0TQZTtulow9NhtE18vQT2bKcvmYwOL29naWTbJhJYtkh+wsMjbAjs1OhfsYm52rx2lZQcYtRz5egBosOwwHl5kNytoVeJJBI21xP2Dc7fXkjsyJM9XQhF1rjI2DIg3k3C60y9II9CzPZoPu3oFIX3autqu73a7RDxkzOEsA0wtcnKGHZ85mIJNeRmd81iXrRNW0kpGBhXXJ9DLvsf2eu/tG9hwo8EJb5mu55B4f9eEg0DJlW4xfow3bZQPUDFi48P8c/YD+pEz7Qm5MZwPY3vUiwFEvauNzf+aJMLHXr1+3w8WInqnoN+Agu+RlOAvQ+fl5/dZv/dYs07Pb7er6+rouLi6eCZONbNbCWDgWi6cdVYzHxaOAAAOtqsmQeyzerYNy+FRkZ7CsnAgvisxSiYUUWnvMVmSMtgUf4SItXlWtKA/6oFQcUJYGm/kjzM4WAEasADb0Bm78jww4GmKsPAe9rVBeSsjIshc1up6K7zOFboOUQAhDlIrvzJGNuOXf2TfXq1guPHYDC8ssfxtI5hj5DD77M5ynnS5j9cs2PYfMSPb6TZrjbFjmcLuATUePrkF05JvOhDmmbDhwyOVqDLmNsHXRMuV7OOsFfpkmmWniHgPA1Et4Zt1EpuD56enpbIcjWRVozOU5eEkXenNv0t485TlnBJKv6Gk6rgx4mZtl1kDTegGtDM6wKc660LcPjnUpBDRBh/mO7BTtsUPW/WM/aAM5MnBKB0z7piv0sxO3PqU+w8uUT9up9FPcz/jpL4PLzWbTDok9PDys8/PzthzF55YlB/MGHOadEx/wA79kAO1527fRBjxzptr+2v7IdLRP8aqOgWdeLwIcVU3vV7ER6yFGp28R8vPz87q9vW3/87wdhRXTUTOfWUCcCbGAZTrQgmcm24HRnvt06thzInvhtDgCAfBwG4Ag5kSfLrqmDZTAO2bow7RlXgZtyQfTxd+5/sMRWd5nw+rdBHwGPUxraiqgjw2ODYrHlny1XNlIOn1vowc9oLmvHlA36LMRMg38mdtxxJb0Mr/cr2UTnjmCz6wNjgIj4e/tvLifNuyUcv4GF/zNkqmB5LehRc7Zf+NwDAoMTJxxMeAwjyyPzthCC9dRVc2dmJ1Ljjdp7OwvfdNGOko/m7QwbS0DPOfvDZBTZnOpI+2ix+grs/bIAhc0s9PKEgSPy+P1BYhJMGb6OfNn/mWbSbOci+XCPIcuzmzTloFWL4OU8oT9S53h7332yLxPgJEgh++sQxmUu7/UOS+dEWjYhjrYo53Hx8eWZXadWAb4CTiRHWd3UgZyPulzfI+Xli378MoZOHhszJB+et/1IsDRMEyRodc4SVUnIRHEx8fHurq6qnGcCh9hrEEGKJV1cj5zFLNcLutXv/pVLZfTO6iIQo6Pj5vSO1Ky0JkhaYhub2+bUHj7IALqN8e7gLNqyjKQDXP9AEVpXvJBEHjdRBrO4+PjJhzQg3tYPkyQihDaaBhEIXQZ5UInF1fzDHVJVhbkwBEaz/l9adDJgNSKZ+PH3JxV4Hs7PpZQvEU+QaSNv40U/CMj6NQ+MjAMQzuTJjM8VlAvvSKfLElkVA1QYA4GOOaZ6zayaBY+OcXvoldkiV1uXuoykKI/Z3HgFXrp+6CnAVpmmJgXGZCjo6M6PT1t/OA3dEF3SPMzp8zUMmfaQA699diAKZ1ED/DnvMxXnKdpQGbIS+sGH6YHl/maR0dA46Q77VonPDYvnbFZALnJwMlzdZ0h8oB9MV+4OOTRTsoyDF8oBegt8djO+rVItiNV9cxn+HiKBK65/GLdHMdxRmMHCSkLPOvsoE/s53n6dBDn8RiMwsfsK+0xc8J+IgsOkHgev+FVBnyca9YYOzqF7mdW3MucDrIMwCw31g/XpTqowO71AlLsobPsttO0hRzkknTStgfSuF4EOIKANvRV85N2q54bYCb44cOHRjg7AhtEAxKY+PDw0Na80xhUVcvYOM1qh90DRYzXBsjZLqN1xsbuLdcn0Q7C2Nud4aUuBIr5+WAu5oTxdBEv/TjFmdkndr04KrRz6hlPGxSPGQPiM1Vw/tAr6xDoB4fgmgKcDADYqXEUyWc6GRg4CvUJ7Ta0Xk6gTyu9Mz3eRcTcoQd/c0+CGDs5G2CPFXlxVgYj5Hoj/k/D7sxYRqKuk/MBfY4aHUnbEXp86Uhol89sBDNyy0DD31l3DL7u7+/b3Jkv93hpLAGLQZB3iVoHOH/HmUScEveYZ7kEkNlA5Bc9wJF4/gbnuTEE2huwIZ/IFwCYOfoN6Ak+E7A5+DNYJtBCDlL3+Zx6p5Qz14HhwJ2VdiDr2kJn26EvgYj1z3bSSzyMkew042NM9hkOHHrgGVnJZdUM7kxz5pg67rFV1czW0h88QY4SnKe+0J9fJwU9DCDg52Lx9K651Wo1A7u0w9gJmglOTGfmdnh4ODtGwVkoagEZg+18nrWXdaW2wVx+vrf7m9pY2y9nwezbUofzehHgqKpmRsonJ2f07gvQ4JR3RqIoDwLhAjOnm71+zeUsS9U8NZuC6nS/jRnjToWzUjrjYmY78+XnTDOjX0eeKKmdhMeeiuc2Db5oi/lXTYbQc6R/LubHFl6nWOnb0eLBwdMhcHxnhXI00VvqSyeU0VaO00AtZcoA07Lh+TEmKxZztWPPzAj3WLYtG3aUlt+U61yySafMvKw33/S3f6fBsHx5HE6/21H4Hv63IyRzaD6aT3Y22Y4Nm426jSzOmL9zDgaabs9Fu3xvOUh62TakA/T3ziiYb/yGbg5mLLPmh2Uw+ZY0sGOG1h5jLoHlPPwsvzmkNp09fztYxL4YuBnAIAuWO57J2sCU27Q7jDGPbIH2DmDt2PENDpBM3wRjfNfTVa8qeJx85wCsVwtncGL7nO31ZI/vs//U9QRJ0Bo6Up7CRo+U/5RFsn72bT5w2fKafMPu2f5ZlvJ+2+y0MwaImTGzTqevy8yhrxcBjhwZYDhhGM4zUSRRFTvRTICeMtAeqV2AEil3G5Pz8/Max7FtFUV5yGgwnowgYTARRAIhK2TV5FAfHx/bHGysfVq133xsIMYYfO6DIzHoBn3JQKF4dvTOcHFekZ0u8zIfEFgDHztxIjePs+f0OcH74OCgnaBLX7QBfV1z5EjFL6SEd2SPbFBSaVzvhtO3/CAfpmc6bRfcM2baz8MsEyQSldn4eCkUx50ZLZ/A3hszsm8nh3wRBZqHdtjOKCSw5PLp9JlFoQ2Pi/nBTz/fA4DOirhwn6Vf16slGLWD8REHzAGddJSbQMBZTTuiHJsduDNmyCqfGxQgf17mszOyHlk+MyPCCzurpuVB2zjLOuM3aLBdSt3ge9tZZ72yThT75aNDmCtjyiyQ5c6ydXx8PHvhN3O0g4MHzgihvz1Aw30GDRRac6G/LCf5vDqfEu6sLIHdcrmc7YaGJozHMpwAy6Cgt1mDZ5AV8wr+bbfbur+/nxVNZ+KAC/3GhqxWq7q8vGzyzU7jYXgqC3HQaPtN9gb6esXC9jEDTOwgQQF/Wy/hg4GVacC8/JltjPvnXgNSB1G960WAo6opKt1ut/Wd73ynfvaznzUC2iDYeJ6dndX5+Xk7vMwpXQulU9F2FiwLkGVxxgEFuLi4mNWJmLhGunZ4Xk6BaTCCNfKqCUyxm8VKnw4jowWMLhcAyjVL7t/RNUbUhsmpU37z7MPDQxsj/PDWXJyBM2HwinQ8/RGRuCh4HMd6//59rVaruru7a7xkfPm2cPNysZjqNhgXtHDUaNpi3KEn48hUP3PICNwG3sALw2cQ7J1w3J8RYcq/s4EZyVZV2/Vnx229gJ+ufYJeLDNiFJFFXxmZJSB0xs3z9rK4v0cHh2GYyadrHzJKNND0ssPt7e3MsPcOE2U8zjjakTmTs1wum4zudrt2mr5pCb+93IOMMVb02wAHJ0e94Onpadt16mwHsn51ddXm4OUhlkn5H0e02+1mhyniSBgzYzMfoLPnRv/oB/cBDu240HlnWQDayIuX8qCZeWBgAsBlnoyJ+hZnAcZxfBYoOwP4+PjYamcctDnjTJYa2SITlv0DLpAHPod/yCAXQRjAwUAnAWeCcAMGnLsPZHTWMfXObVhX7SsNIOBJBhD5ShfA6/X1deO1ddx9Pjw81Gq1aocuA9i9BGtf4mwc/Nvtdu3sK+QhZRJeUhtoGfJcoLX9swFprpbsu14EODLKXy6fzsSxYUskaEJnJF01PxzOzsbo3QKaUY4R/cPDwzODmcLG/Ta8doq5hEMb3sXmedEX87KjNHBySjCVCMFzVovvoQn9pCPmXsZoRF41rcF7h5yNnEGiI3nTPQu5x3Gsq6urWiwWzw7qHMen9/0QFUIvHBBt+EWUjjicicwoxDLo8UIP88yZoMyYMF4M9eHhYTvbyk7TTjnphPPpGTzLtIG05dLGlMyZs0VeLmTO3JOgwW37Xn+GrDBf0870tZHy/8hAPmfemr7OPPg5g1XPLR1KAgPLHlF/vg8R8N3Tl14AA/B0nxk9uwby7u5utoPUwNoRuuUl7RT9Ojo3APOVICltC7JJn9YVO/+U4QwcUj+95GS97AHjpF0uc5u3yGDK1TBMR50YMCYgSZtu2181Ffcb8NqWOwByNh2b5+yd7UXKkC94n0s+tsH7ZNB09DhN97zgpb/nxdxJO/gLaLbtZ/ODeZL99cbgwJREBvcl2Eyw5+AQv0X/Dt4TTBq87rteBDiqms7WsPNO4bYgI6igUASYdGDVtPWQ+0CzMNToFQIT4UF8BMxO2cCN8Vk4aQenaIUienHUVTVFx94tYsOG4KXTJMuT9UGkNxlbGi2uYZheXAudqqod/Q/oqJoMhfuG1o4GcA68coIo8OzsrBnU+/v7dthgGmPeEn14eFi3t7fN+RK1wB+A293dXTPe0Ji3zOfuCqdROVXdUYffrcRFVHl/fz+L1qEz8wWQEI1DW+hMdtK74qom4wSt7KTsnDLbQSaK3ZS8nBa+0ZcNDbUPyKnBN3Kbjoz/4bszrBhxdNfyZSPI+WM+GwlaGSija1425ufw8LDW63Xd39+3pZbU356DYyx2xGRPT05O2sGDPAcverWPzsg4e8K8mSNvVXeGZ7PZ1NXVVQMy8I4MtgGUn/WLlp2lsS56aYKxepMFbZr2Dg5zHvAps4DoiKPvlJWsJfRmE/iLLtgRklVYLpdNf+2UeyAYutGnnSl6hp3wEqJPhffqBA7WuuY6K9sF23jqO3uZC+uDM0b+jAt77heJm/bwx6AW2+hNKPDbm0NyOS7l2sG+N72Q7XcWHjvg1RjkjSTFarWqqpolF7BjtpOMyzLuRIf5bPn1KoCPv4EuXqKzL3dRfg8scr0IcAS4YSmEFFuixqr5klNVzZzmOD5lDJxmc7oUB4KTREkhMH/juBIYOVpCKKvm6NOZFiI6O2kLoJffUBIEw0YDQUCx7u/vZ4fEobCLxdMOBMAHz1RNW3a9e8gG0Zk2LkfQABxqCgyqAESAGRTVRnm73dbl5WXjl+dggLTZbFpRoCNw6GHHxT20sd1u6/T0dAaGXdidTiJrkdwXdHGWws8Z+CZgQCbgFQ44l9y46BtDYGNtp8L4Hx8fG7C0wfbSIobRtW+WKwAV+mF67MteMgbmS/s2WMgxSxIu2rbBQqYS7GMLMLReXnVKPgEQfPJv09VjrKq2TAxfvOS43W5b7YidkvmDbFgu+JtdsHzmOUAbMqQG7QACaOPvnNlz3wRB0NiZdtcp+soI2ll32yR4ZqcPnZwlMp2dBbXTQ+74fXZ21uxtZigMnBkvtHOGwb7BQA1nzFEm6CJ9e5nIAYrriBI4cq+XjjnyxfbCtHMA4vsMknK5h7bJLjrodbG5bcTx8XHd3d01ungsvhIYWb69imFg5/edeWOO2zKvCArSb9u+ek5Zk2h+2C9aDzOT5GVcfifY47INyix5Xi8CHFVNL4RzRgZhhJhGvom+T05O6uLiogml6yrIGFXVs98QzksRGGcKSu0UbGQZgyNSDITn4G3DZir9Ei35PI581n0zfvdrBYYGGSl6DjZkji5S6O1cMMA4EbcNKORzFJ2x2oBCU/iHERjH6RRt2s7lVXhpQ5T0N53SKTpCzBQ1hpw5etnHipYG2ZEfn9nxE/ljXJz18JKrs3u05TnhaBkztLSDAlDAv6ztIsuIrFu/3K4jU8urnYV11/I0DEMDHdDCRsqyDBhx0IEu4LCqqmXtsBH0x2XH4PF6XgZ2dkqWAWhkfTXPDb7Md4NDjw2dSBn1XL0chj7wvAMwO2vT3nzzziP6Tpob0CdtDDy9nJ52wzJKGwZGVU9Lhs7Uev55uj/tpm7ZTtAPcm5AlI7YYNoBTraNrtOOAWPP7lrm3F/6B8/HMuYxJ/3s0+y8bScSPGJ3sbH0y1IffWCXmbd5kpdp7s0MLsB31pI5Mh77rJTxHt1MG2eiepftuuWhNx/4aL7u8xO960WAIxsedqIgWElcO352j1GMSOr+48ePtVqtnqVMnSYHONlRw1QT0tEToIAxEzlbCYyQuYfUOYdrgZidKeN+Gy8LSM7fyupzOLwkxXwdLdngV00gEYDmpTsrG/fe39/Xer1ufZM6RYFozzsBcYLeTUbmBSWmpsgF3JlZ4Dlo58jMoMZztxF32p1I3bUl3kFlQ4Sy0rdBaM/g0J8BafLAKX7zj89zSZQxOktgR4Rhop+Tk5Mmz9DRkTGRJm0jo+YZ87IjsswsFtMSMfdjQBNEmXdkPAyInK11YGG6D8MwK/ylXWQgAbPtCztprJ+MNV9jgFP1PAzUnQFycELf5o3pAR8MbHe7XZ2dnbUxkt1LQGXdN6BwgbHlgX4MyK37BH52dDxnx2vAlhkS/rasWB+xmf6e387MMVcCVLebv/mOcWFH4Kt9h2XFYJX70Rsulsuho4ESc765uWk0g8+uv/ErW8gOEixY9nxeEPeSzcRP2GbBA8Zs8OVABDoZxJD1JxBxYJj2irHwNxnqqqc6JGTl5OSkrYo8Pj4222Zbwf0EZPY70AEZdI2mbWfynmf3fZ99DMO0u9kgHFl48eCoairsPDo6qqurq2cHcvkyYFqtVs2gOOLiwgh5OzVtVE1K79Ry1UTYV69etYzOzc1N3dzczNA+lfoWit1u1wQCY7FYLJrzwWgiBAiOs102BDYiwzC0eqBxnL8ckt1qZD0QZEedBl0ICnUSppdT2I5AMPbQzhkkDLUNuI20jXJVzYwzoNMOwIeEAQqqphQzYMzA1DsBDU7gN/PyYW52WHaSHkOui1sJ6c8gLuXLEWUCqxwfnxmkMR8bZXg3jmM73dg1dTgIwA//MybXIzEHAxbvNvHyKuPrOb0E9p4HMmrQ4Tnz2zsJ0R8vTTuocF82lJn54d48voCx24D67BbmgC54B6Cdm50uz1pO4IezpLRPHZKdeMohtHWwxj3QkzYBGB7/4eFhq81DPqEJ7fqt6wA1bJl1M5eHvSRDPRhteBlsn9xgD7EJ0Jl58V3KlXfnWYYMnqA/vsVLj1zMmbFg9xkr5QTWfWySbSU/0Hi329Xl5WWTacaHDNg2ECBUzQvqTUPLRdX86AYHDM72ZjbVQDIBZy87nhe6aLnLelkHVF56d6BouwJd1+t1bTabury8nGVoPX/P0/y1PckLWfCyYa+tvF4MOAJoeFspxMlXOnBxHwRESTOiR2i510bTztEKiiFg/ToRL3+jpN767gjX4/NzHj+f2bma6TCe/3uCbTpW1QwgJahxbQnt2vlXTUbCBtbb93NeBi4JMrxzyulh9+EUv+91kTW8wSDbQZpeNsT8pDP23G1U7HCdpePeXJIxX81Pf9ZTQDvClCvGQh85LmdjaLu3G880JEvhLcLOSCUdPQbPwxFrAuWUU7fXk136ZmnPgMV8rgtrKQAAIABJREFUSb5bznu08xzo14CY8eJYbAcAn8lb08LyaIDFc3YSzlL4fssU4MWFv/RjGd+3DMb4yOLZSeCcbFPTbpi3GZhlQEBfPYCUS5WZrUw+pT332GwDude22+AJZ+zf2b71yUCbdvlBLqA9MmngAtjz/J3pTRCXf5uXppFXJRiXn6NtZ7t9n/nk79MmoEO9ADITEf7eYNZvbOjZPfMuPzPPkz6Wx2xnnw/2d+kXez7y214vChxhWGxQUG4uCwjC5LS7hbVqity9C8IK410xXh6jHVKWCLSNYdUEvu7u7p4JEUbf9UEIVNVU5+QicjuVXN8lNcp8UUbadnqX/wFIBg+OEOknMw6MAT44o5VGmayb74cvLGW4r4xgmLOV3U6CKBSespwKTRiHDRbLNrmtmt+LxWL22gjLlkGEjTRnnJC1IhpFpnoOBjq7X3iP3Nso2kEQGWI8yYwyZ+SGsTvVjSw58wU9DFTgDW1Yrg0ErTPM0Ub25OSkpeBNC9PdB1DagXOGDzrWc4S73a4FIYAdg0SPzaDWBpcMMm1b35A5aAKPmatlA+Bkx+OMpcdEYGK5sG4BxixHLMU7w5rHRziocMG3+cfzqbteerIcMBcDKrIcfv8jOmkaOAvMvOG/9SIdH7+9BGn7wj20b/1BH+wADUotu4yfN8u7XwMg08A08bj53DscU94THNj2m1eANPg0DNNOQejlQLJqyqwylvQ79MWP7SR6bRm2XCcQ8fj9t8dNe9YHr9Ywniy+Rm/on/ek9sA8sucMbQKnBF09MG7+2X71rhcDjlarVavn8LY8sknjOLZlqaopdXh3d9eEiRe8QkRvo4Wo7JJwlIAA4oQwWk4Hu0++q5pX9ldNqWeUCwPL1msrLEqKsHtHCvNPhlKPYKfLM7ll0YfkecyME/DGWq8Vx7QAbDCXu7u71gYOuapm9SekotmdRiYt07wIvR0o/XrJcLl82mmIwl1eXjaZYD0f0FQ1P8ogaQu/ct3foCEBrfnmv/ney3Q2FI78+Wy5XDZ6+m/o5vSvo0o2CdjQIiu05cwB+gRvDarZaejsnA1yRpN2rlyAcfTQxjkdluUOvnpZxMvQzvDxrOv7DJ4Yu51HZmqYE0EAbTubzLi4Bz44S5YOxIFSAltH7Tbk6WQZB+fK8L2X7myjyMLynZdzGAcHqeahhIyFz5wVQoa4N19d5MDDgeJyuZy9UNaAMzMTtJeXsz+9ono7YoN2Z0utW+iHQQTAyA7WmSfm776Tn+Z177cDA//tOcJP2ybvrkbWnUn1uzYZMzbbpRbc4yy3s445T8/RwS5zseyZVwlIHGC5zbSJ/ps+vQPV9tT0sAy7fCVp7zGlDeLyfV6x6F3737r2/+MFwShISyTXOykVAmLIIF7uzrFzPT4+btsvzbBExR5TEtbP2Vj7e6NjHDMCmlH9NxkQC1I6W7JC9GWn4qiHz5g3wM2ZmlQQK5MNKzTnf79V3IYzFR0+0Z4jA+Zm55WRJ1kosl52VAC9jI7T2OWcaR/lzjmnkc+lR8tb8ieNjvmKQQSwMv5cZksj4KyNgS7OFD2xYwOQJi8N5g3+LHPIQsqiL/43Le3IPG/kwacOp9PLAMTtZ9Rp+c7L3zE2wKJtjHnnHxtn6z3yljpufqcB9lztfDxOvyOyl1VFPk3fqmlpBJ1OJ0NfyJf5iS5gn0yXBJoGMJ4PdiyvdITMlefS5tpmk5X1PC3z1v2kY+o4l7fBQ7cERj39/iZAlHrlvz3PdMKem8eOvmaZgeUBO0nhtjef8ONyCmiXcmu6Ih8OsOzjMvDzPPyc+dUDmOYP8zEgps0efdxXylCOLcGSL8uhbWxe3ypzNAzDF1X131fVv1tVY1X9l1X1L6vqH1XVv1VV/29V/f44jh+Gp1H9cVX9p1V1W1X/xTiO/+c39WGhNBE9USvuOM5fYMk9PhAxT3TNojwIBZHSAPTqhOg/15yrproPLxN4jO7XoIHMQ4IfO3CDDiIsIjYfdGYDAw29tAgQGMex7bzISD2zK1VTpimdJsKdxohMB+PxrgfmkCc3e9w4DHjq5UKUlgiQHW7Q1U4C3jFvj5vfXqZLpTRocLYBuq9Wq9nyQvItZdyOj4wR5wEhezbyHkvKJeNm511VtZ1qrntBNu/u7mayZSMBPeGL9YE+0RMbPvqxbiQwtKMAoFBfY7puNpt2Dhn6DU+IlHEGAMAsADdvGY9p3xsfc2OzhA2tZYhx5k5JZ5icefOGjJ5D4VkfAul2E8gzJmTFy0AZJFm+nG2gT9o3sEkdtt4cHDy9P8ztGUw5YHN203KYc8vLY7dNsYPtLVEil/7NmAyyEgDSX2bg3Z/12vrrz/3b4MPjtPw5Q+YMHHPGzvO5NyfRj3fimZ6eO+14g4PtCDqYdqUHOk1/g/b01c4gbbdPtUnOdpq+jM1ZTMui6W67z6Yt35PPWDZyPvYjtul5fdtltT+uqn8+juN/PgzDUVWtquq/qar/dRzHPxqG4e9W1d+tqv+6qv6Tqvq3P/38B1X13336vfcy08/OzurDhw8zZ0XdijNErrcwUFksFo0Zfis9RuXq6mrGPOofchnJmQcTN4UAYeZzF4+jbAYqrvlwLQCFoVXzA83ct5WIdlNprOAYEh/a5hoFC4zH2Bu7jZ6dhgEt7XiZis8cyXiJi3ZcKOz2Hh8f2w48aEGWKA8EdHbMCui6G3jm99l5HKyVo7RkOZzONc0BqBgNaMK4sibCcnJyclLDMNTd3d3sBaUZYZn/3vV3eno6W8bwTjQvP8Fj5s1vAAkGEr7AizzrKQFbZjF8pTGy4aMdQAVjMt82m02dn5/XYvG0xdmRP7sinRa3c7TB9HcABoKSBHAJtBi3gTjL/qYtoI3v2U1po83yB98hF2T8uIe2XSdoPRrHqQYLuXIkbScJX3HEBt8JxJkHzzJfgh/mZpDsINB8t30wOEgntu9ZgxDGDR8MsDho02OiT/owAIfeDmL8nDNopm/SLndTVk1LkvRj2qZsM9dexpb2HAw6Y4geum/Tard7KuFw9t5jM2DzqdrOLlnu/Jyf9RhZAaF/nne2zGDWvgLamnZpMyyzSRueT7nKzy1nBoO+P69vXFYbhuFNVf1HVfU/fOrwYRzH86r661X19z7d9veq6j/79Pdfr6r/aXy6/req+mIYhh98rg87Uu8eQRB//dd//ZnQphG0Y6yqZ4y0sINADZwSIduxWdAYr+/lfiszDESwN5tNc6Tc7yJmHJ5rldwPwuS6k8/Rw8a7akobWwDpw87DGQM7G9MkHb6FFCfj8aWRo1/zzMtKnoPlAz76JZy5rMm80hhZRhzlW2YcRfKZl079me8xmMqIFkfnmq9hGFoUv93OX9hqwOsxMj63SzrdkaNBoelnuXe9k2UaXufzudz4r3vZ0FrXzRM+Awzf3d3NlsyhozdsmL9JG2cIM0uxL0vo8WZWy3qYcsMzCU4y6+HMb9K7F4HnOGgHnttpYCtpy/YTZ96TTeuoNwZAO+udD27kPvPTMpI2dR+tU66gbYKxdK7MKQNI2srMrW2a58cP9hp6HR0d1dHRUVvKPz4+bjU+XuJHr13flMGAx5XAK+1oz6ZXTRmz3mV+5rwYD0DE/s7lHtg+Z2sNQqxXtmsEqh4Ln5+cnLTz1iwXPbuS+pyAMn1g70rbZH7kqhPXvqxR1bfLHP1mVf1lVf2PwzD81ar6P6rqv6qq74/j+PNP9/yiqr7/6e9fr6qf6Pmffvrs5/qshmH4w6r6w6pqKdv7+/t2yODV1VWtVqv6jd/4jfqd3/md+uEPf1h//ud/PnO8j4+PtV6vZwrkcxW8cwIC7Xa72dH+FKWaKQYLfNdLjRNVoaTeVVc17egwc5xh8JIEEWUKCOOnPStVgj+MF22wg45nGSftEbln9O1IwYXafG7nY6dmJcFgQDsbPPMgjZWdz9nZWb17926mqK5Lgt8sxZDp2O127awsluRQTNcs2TH0jIIjZs/LgNJRbkYzqZwYEn4Aws4WGOywGcEZCrJoyB5F6tQg8B6klGOPnWJj8xW9yZesWl5yjtDKzrIHbK1H+f12+1SM7LfVG9xWVZ2fn9fr168bvbwUQdtesrbT9LjGcf66GY8P+vg7si4GCT5xuge63K8zUc6e+nBW6491nPk5a+XoHf4auFu2MrNEm/DazzE/AFdmLR3p+91uLhTuyYDBoe1S7/Oq6fU2aec4QNfZ0LTJnj9jQX+QMy7LrIME75ZD3rl/GIZZbYz9i8sjmLcL4i0r1geD09QJg/tcsrUOepzuy3a0aioxYT6LxaItq5H5oR6Xz20TAc8uETFdGLOXnBkvQY7nYHnII2IMokwb/70P8PR0HvvO9/uC57y+DTg6qKq/VlV/ZxzHfzEMwx/X0xKaJzMOw/CvFVKO4/gnVfUnVVUnJyfjOI4tfe608zAM9aMf/ah++tOfPktV7nZPO6dQnvV63U6IdjSAIhl9pmDa4NgYecnBzPBlxXOK10pmEGTnjsM2EOG0UCJot+2ocBiGduo0fTBeL9/ZidNvz5kzVqKKo6OjtqxkUJoAzcuKPbr6c4zKOI6zF1gmYKqq2WndjuyoWYGOjo7/8i//cmZMvGOL9fvMxNj5I4P0ydjttA1w7bS41/RIh2kDb4PCEjDPIVOOjL1VHlr6lTPmDc/ZwfO5AwjzHAPonVKOXL08Y9rxvx0+99GGnVDPeeIw2PHo3YJV1XYneucduyENnLPGL19ImXIJ7zKixGinXhlYMI5c1gcIJ0AFGKHr6WwN2j2+7Mt8YHmYMZrHyJttB8/c3Ny09nGiXnIyeBqGaSl7s9m0OjvkxNlP21kHf0nbdPa+zGf40Cv69v3ope2abY8DtATGDq49Jtssf2d+YK/hdWYD/ds0tX4yRu6Dz/YzmTVKAOxyBdqwz/JxID6ItarajmV0xcuVXl2wDaYt7LYBvjdTEPyZJtxnW4YM8TdzzKDA7fX8K5dtjOWfzwxE913fZrfaT6vqp+M4/otP///P9QSWfjl8Wi779PtXn77/WVX9FT3/w0+fffaCUKvVqr0wcLvd1i9+8Yu6uLiYpQqNiJ2NcPFf7/1IZoYVmL/TkPnqLV1UzY1XzwAwN34s9MyRMRwcHNRqtapXr17VarWajcFzwBDYoDvawjHYkdsIQCvGAE2dpvcOJ/oBJDqiAHSYj55/RowpxO4XJ8OrLPYZT5QS5QUA9Yr0zD8cnCNsGyeeTaNqPvAZY0dWMlInneyx93iWS7a5wcBgkTnb4DJ/O0Ebycw04FzNU+bisVnezFfutVwyFt+fMsBz6XS+SXdMgwQwdjr+3+30nvMcPbe0Df6Bl27LcmHdWCwWs2MKbCOQP5zh5/SlN28Df9r2OJFXZJvvh2GYZaYt+9bhHh8T7GYEn/KAXvbo3eNP9uN52fExN9sx60TSzysHnpPtZI8H+8aTspsZH9sV6JC6zGW6eS4AJrflfi2z/s5jyDIAxm5byfMsGVKu4ZdTA2Tcp5fgUn9Snx0kmudpF3py4d/u43Pf9a60aRnA5fh8fWPmaBzHXwzD8JNhGP6dcRz/ZVX9XlX9359+/kZV/dGn3//00yN/VlV/exiGf1hPhdgX47T8tvdiCYQBI1gHBwf1/v37pnDs7DAihADeHXV6ejp74zZC5HXsque7XYZhqgehj1evXtVms2m1LgZPyVQvjeD8nAXjN1GYiwxdZ3B3dzdbJrPQbTab2bb2dDZG91VT9MjSgxWdywCFz/0+HuZng22a8n9mycZxbOeLWFkdOR8fH7foi6yhdyQAKhNcACQ+fvzYeO9xcS/LATc3N7M6AaJ4xmggaaOLvHndP7MbNlRHR0ezGioiMUeGBosumLf8MG6DQOTDCs5cyfoQ0TtrSNZiGIY6PT1tjsOO2kbExz1k3QcX481sF5fvt5wbUDF+y2FmSH0f86ENHH7Ku1P1HrudSgZAlpd0XgBQiqYx/s46ZuDmzKCX/ViesN1hWYN+2HCS7aKT4zg+e82JQRH60QNY3v20Wq1mGSP6ZGPCMMwzMp6H5Rh5cTbMsmL+mdYGetZd7EUCGxfDww87ate3ILv8bfBh++1A0oGO6UbWkH6cCc3yCIMDZ7KyTWdumDfgBV/ojA/9AmahuYFkbnhBLsw3MsQsyeM7LR9eejfgg9beFEC/Pmeuqlo2HBvG0QPwArrxt+2g5cjBhe2HZSNlzTKYspZLePuub7tb7e9U1d8fnnaq/biq/qCesk7/eBiGv1lV/6qqfv/Tvf+snrbx/6ietvL/wTc1bhReNS+MNciomqNgoz/uQ8DyBZpcRq77kDj3MabLy8tZW4nIPW6+T6TLZcdmJWfcTr1bIEwrK7czZB5j7pjx0o+BUNVUR+GxIEjQ3odvZhRF+567xwQ4PTw8bArDS18z0jZQ8tJPZnjoA8OM8pPizUwONAHMoSBWSPNzGIYGuAwuh2FoJ+PudrvZTio/b8fkd5jRhpc5oOVqtaqbm5suMPGyBeOlPXZzWsYBwTbq0NRLjBm1GQQahHDtW7agbcuVdcXztNPjuww40hj2HCs8tWybzs6Y5Ry5J4E/31s/oSd9GyD7b1/pCJEf92sQxc5LZB89SVtiUNmbh2mSwNY04h745qU613bRnnltZ209ZEw9mtpOGLSa5gm+aROaOBC2w0PvU1agS9p72y7sB3bDANr6WjUdLMvYAac+WsK2BJm2zHteBm7mkfXDYB2eYJfzuAOe64E2ywvjow2OsODiO8YN/W23UvZNc8aM7auazpm6vb19pqsGj/brKQeWjbRL8CT/T2zhPnoBkq9vBY7Gcfy/qurf63z1e517x6r6W9+mXS6YheAx4M1mU9fX1+3N7xmRmSEoJU6ECMNGFCOQEYTrF/L1CvQHWrYw2vjSB4KDA8UR95ymlcCvGgEoZH1S1bSs4zV4EDtoP1OHFLsDIH3+E/P7xLuZo6EIMh2q6WMBJyIxDzG+GS2zxn1zc9OyInb4FxcXs7k4G2ZlccaRvsl2wVe3y9gobHYmDYcBzb1eb/DqCIqid2eOoDlt2UByerHX8m9vb9v96/W6vdzYwI+M18HBQfse+b69vW2R4DiOdX193Yw1GxbSWbuWyelvZwygscFVgg6/lBTZSRDTM54Z+Xn5MoMfeAaPDAbsBLkf+8C4DebtQJ0ZNL+ZD9/x27VMdmgOQBaLqaCVvtHLk5OTNlaCGorqGbPfM+eMgkGEszTOAPLbxx5A5zytOLMLPt6DeZDF9TJ62j/zy843o3z6tExbhuEl9GZHJaDn7u5uxnfs9f39/bMjEBg/dhQaOGNsGSWDNgzDrJ7l6Oio+R6WnACx8HMYhmZfc7OQAwUCKXRvn05yWef4zkGEwQ1zc7Dm0gNk27TebrezbLn9QQY75g32gfpHxpDvREUGoBsymAEPtDE/7Betf1wJeKwf5qmDO9sH5IPAf1/d0Yt4fcg4ju3Nwii7Xx1xfHzcEKcPDqyaCMVOG5abrOiu6XFkgyGi8NcC4QjZwpOMy9ReKnsaCMbqtCwXAs3n9/f3tVqt6uDgoK6uruqrr76qk5OT+tnPnkq4Fov5m5wRVtMVBeE7F7FiDBzpOHpyRgmDkGPN2gLonUugAL+zs7OZsf348eNs59Tj42O9e/euOSC/Td5RHf9XTU5rvV7Pdvdst9tar9eN7tfX1+1cK1K88LyqGlgyyHJmyU7BkblB1263m6WP1+v17F5o74LZ09PTGbgFOL5+/bru7+/r4eGhPn782I6CcHbMOuAM1tnZ2awYHf6kbGLUcILOuFp2TXvm4xcKO2W/L1qF1gAhgM7h4WFdXFw8M4z0Y0DiYvEe6PF2dAceXF42sq7+f8y9O49sa3rf96yq2t116X05Z0gOTJMJOaaDSQQz0AcwHFCB5MiwI8MwIAd2YDCx/A0YOzGgTE4kKDHsQInh3JF4AUmAEAViSA/HOuA5Z+/urupbVS0HvX9v/da/39ozE6lfoFFdq9Z6L8/1/zzvZXl8lJ6Rth2xkwfAInPb7XYyTW4nZ7viHYzo4zAMzeaZhg5mLI/WPzuB+fz0bkGDOYMGxohs5qJ7xmkQ6/VJ2JSc9jVtAbW2T14ykPqErTGANyDgunXTMp26AS0MyKjPgYCXXMAL7KN3OdJPXpkzn8/r6uqq0cpnXlmGACPul3XSugSdejzOvvoZ85+20TH00zYe2+lkAHRBNg2c7+/v6+npqS3qn81mDdzbpzw8PLQEQYIbZ7kMbJJ3Oea0KwbXpmdeg/8J2h2Q9cqreH1I1dS5p2KSwUj0x2BRTATJSpARfdVJiUDjKVBG0S7Mi2JcQe1eI+J5Wguwd5lUTVPfVdM0obMlGIn5fF63t7ft5ZuOJGAyfXGkYaGxwYBOdnjQ1TSiP9DaRtlADnp7/JnFsiPBcBvdw3u/641+QM9UYqIT04A1HvwZ8JIxMt9Nd5wXz1pWMkXPb7TvbJDro6/IoZ24ZcEOvapqu9226RUbFKfTGZ/B1jA8R7NXV1cNHDIejJ31zvqErKRBo+T4e8DLEaijXRstG8J0cjxvJ+u6s74E9mQbqINPL6ruOadsK/vqvtFXeO/gKnUqAZdtWAIXACOOxX/0KfuALCNz1ntnM6pO78PrySlA2jy1TeFe21aDbAIP29ykZ343HTwe+sj6F2e3z/GmF+AZCBlgJf97INM8tp13xhn748N/yShlZtJ8ykDAOuoZCK7bJ9n30S/0wjvDCCQyuDFAMC1TphiTgSV1O7vuhdyAouSX+5xt+x5o42ezmL++n/9TvjLIcckEhcuryBxVVYsEQK1Vp/OPMh3H/VXTk5TJHnnBoedIMSwwIRc8U98wDLXZbFpdjvQoNso2RPQ7t1Fa0B3RWmApVjyUkWiUs2xwiOM41mazmQAE2mWsKahkB5x9sfF3f+yAoKWNI4ZssVjUbrd7kdHDEDGe3W43iUS9DsPOxNNJaaQ8DZRgDeXkhbjQj0yHAUymkumrp5ZYsGjwQHGUbSPy4cOHNj3Klun5fP7iQDRkBEfoNQCz2axubm6a3LAWCxm3LJs+AC0Ws9sRVFXLXPGKEUBqLmS1MUwAn1GbM3W5rsayYPDpPsGflAF4QTvWa2hqWcchefF0RteeGnPfzUeDfsac4AIgQ/9Wq1VzRgQwjDmnkaDJbDZr51LBRwBxLnQ3YDAoMNjxae65bsyvDnHmlnGkfaWP0MPTd9Z7nmMDjN9UT3E/oH1v4TZ0ygwSfLWNti5SP3aD+vIUfNsNZ83cH8aGrNleZIBjPhocIQfoOGCXvlJsexIMpd/pOX2Kp2ChI7JpW5pgHX44m2s7VlUte2ZQlD6Y2Qj67CSBi/UraWA7nsXydK7OLD2/lgVZhDdZXgU46qFAR41OsXK/BSkzSlZ8CzrC6ojGzgNFoU0LnRl6jkF2WI48UpgsgD73xMLlcQzD0A7Ko+BAZ7PpYV5e42JDmtFmGhp/8ruNDYaFe+jvOI5trQuvpIDOtOXIg11/jjw99cPYOaHWfXQUjAOwQ6Ze78Z68+ZNOyOH6JY2e9MW9B+nk+CZ4uvQhr5tt9vJeUo2bHbmRFgYDGjjdQCuG9C2Xq9fRGeMyfQG4GHcqZfI1wDIegRosJ6ZNtAWI0w91i2DtgTn1lcDunSMCcySfozBC9jH8fSKEHasMV2YOpVZKAMlA3sDJGgDX6EJGwxwDJwQzE5Nj9v2hzV3BnHeZMFz9MXLCqw/vt/2i5OdrYuu1+fbGHivVqt2xlovEveC7ru7uwbyUjdsw9Fny5PvhbY4LDYyrFar2u12kx2IPJOLkv1nQGIwxjlN7ovtXfqDPMzRNpY6kEloCW0dnLpej4F6HZxBC+sV/aE+SmZv0XG35fZtJ5ATB/POLLIWEnoatLIRhJ1qXvNqeclintv+2G9R0neeqyuBpIHg8XhsgbHr4v5z5dVMq1E8QAaZUXs6Vp5zHVX1ghjUlyjcRq5qOtXgkhFv9tv9qzo5qcw8OYJ1REZUT7ukqd2+HR59Ny2gm42n++zvGDkrqCMYHF86KNeDsTAYSIE7HE5rbSzs6fycPvZ3RzI2Ggn87GBI83qLv2ljkORF25ap5LmNoD89nuPxeSeewbGNDylo1hI54nW0CmDcbDb19u3bF0AD3rhfzsyYRrRn4+WsF3ww7Q2UM0OKbPCbgY31lnoo6bwoHltOC5lvHqdBvttxIGO9s/ykjTEf/bszHrYX/o1x393dvTh+A947IraNSVq4PwYWVdMXKqcd8niyj6nvqeNpH3gGkGA+GkT6u0FbRujmT9LeGch8xp9Zp2XH9qNHT4PGtOvJE9sZ897tWu7oHxtiMqBJEJN1eVaDOj21ljSgjeSz5SFtcE+2czwOVuiD+WNaZtvDMLSgfRxP6/F6fHW76ZPSH/ee6QGlHnB3oR+WT3iU9MnyajJHBgVEXp7LzIyHn6UQ7ft6Et0Oy8Lr1KvX9DiCPsecFEA7Exa22VhRaI++40CZDjAodATmVzzwbBpAC7zHzz0+D8Oo3UaZ6SkbS4SUflZV27kA0CICpY9EGJx+jOM3zZ1BI/piwR/XkxZV1aaHHB3macqekqLNcTydyO5oEdmw0eL+NOoGu8hwGiU7M4ATZRiGBoCZEqF9Inr4AliZzZ6nB+fzeXsxa/bFn864EY3nmVLQxiDODsNj9wJipmcxNnY+jNnnp6RjseNPoJ+6ZuPo+pFzspYGLdwLb2zg2X5tAJj6Ytq7LwaA1hnk7+rqqna7XT0+PrasKgCY9pA5Lxvw2hH6bSBjMIYtcADm4IjnDJIvLi5aH3GCzsSx85MsJnwwPwxeocd8Pm87Ju3Ec/E8/csMHfXRH2zLMAxt0b8BOfbC/MrTlQ0Qzc9xHNuBh+6/dzfTB37DjvRsKjTmN7/M1Vlhg0Rkk7ptKxin5dGBB4V6XFfqjJdepM7BB7JHXpfZC0Y8VsaeU54cJnnLkPWMAAAgAElEQVQ8Hic7crk/QdC5kr/ZBuTvltF8JuthbNiqBL9ZXgU48gARFK+H4R5/2kDilHGqBhJedwBhbOwdbeBIbIysGP4/66AgRF7YyJoO7jWYuru7a8KUkY0jC5yR1+D4noyc06GN4/hi/Qw0xNjwDMoI6EgnwdZV2vI5JPSH8ZofBkY2AIzPWRdoSSr++vp6YlCha1VNsi6mjQ/Sw0iQMXp6Or0IeBzHtlV4s9k0Hve2P0PzBKN89pQNEOJsDUYRJ2LD6l1r0MR8YB2T27fjtWwAephe8VQGQYDXjrggL3Z0zkzBx9lseiK0Za+XLUQGoRsp+cwa0XeAnYvHi1O1QzHfPR3riNzRfoLMNMhphA0q0vnvdrs2tff4+Fhv375tMmegS59o2xlJaGx7YhkwSGbHZzpT5MLgDJrQnp0ismqASp30HX48Pj7Wer1u93ijimln8MPvjtozw2IdBqRx/AVjSFm3vGU96dAZC/UbUNEn1+tgChBluTkcDi3ggReZ4XPGxzJrG8k1ZBv5N7Cy3mB38XMGbynb54C+bZjrTbm03YAu9jlea2pwbDqmbcnyJZByLguVbTCWrMs2yLKea9+yvBpwlOsfDFrSUPG/kaCvu958nv9tnLI9gx7Ag0GZ63ZJ4GPEnhGHx0CbFKN32rKROjembI++eurueDy2l0e67gSJjqKyDUe6ztQZTFadnDORic9woT/Q1zvbKKZlRlP0FafsPno8VSdjA4CzQfT4bGDgg3nVkyu3Y7o7QmScZGgYqx0RNM0IEeNnuXBEmvLGmHpyZuBoJ0nf4UVmzuzgaN/Fv1PQKU912uhm/1jQ7OAkszoGdr1xO7vm8QGe3L55ZV22riVQ6tkh0zqdM+fvcMQI0w92Zs7IOvuWJaPczCYY0Hh8pjvBC0DSDtv0yQyJx4fOGzDwewYo5xxij6699hIc5vpP66H1LetjjD3w27Odfs520fTu+RZni3pjzf+xj72SfsoLnG3XPH6DEvs2A3ePybzyei7b9aTNOb/X46t5lc9Y97Iey6zb/BLts6/ZP/fbcuIzwbK8CnBE563wpIANmtIR2chi2KumizUzTW+j6tSfIxsMG4gZw825FjYgKRAWXAsJZTabtakGFrJxv1O5qUg2Qo5EqqZTB3zPdTpO03OvFw9m/3GmpJtR5GF4zlywUM+7NKykZMsMtnAWgCW/sPBwOEwWatNXpiUOh8Nkmi2P13cfiODoDzspaAOwwZTSbDZr0R9neMArZNAKaeWlpIw6q8k1plCYKrZ8vH37tubzea3X6/r06VN7xpkPCtkbnFQPfCPbs9ms3r1718Dl3d3dBKAyfsZANskyTQbWupXylg6ZzKL7lA6b60yjsIB5HJ+nQvMYA0fdlitnhhIIZqRsB9YzmAl6fZ+jcN9LQU4A++j47e1tbbfb+vDhQzslHvlkOpCxObtoB2UeOXMwm83aC7cdxPE/Msg0n+UH2tt52hb6iAnbFds4BzXpJM2HBLXemZY8gn7Imsdqh24+OgByRty8pKSu2Eecs+dfAl7w2TLpYvl1va7bsssifnTOu8+8xAS5MJixLtgGJY0NGDOrhFzMZrNmCzNbnmCSvpuWGcyaFg5KEqg6OfAlEGQe9O5NPvQAnjckZHk14AjFQ3nYRl91WrPCgDwFdM5REUHaWFg5jRoxzsnwnuBwP6WnfIyHdTcWEpTfBsnGylMcrhsDQZ+scGk4TRMbaejANZ8kTb8BMTg4ZxdQTOaWU8EwRo6GvRuCfhhw8ck0kp2daX15eVnb7XaidKaX+2BwhZG1ofRaCxsOK7B3iDAO15uZEaf9AffwxYu/AXh2PDbwbN8HxHmtjOUM50XxmCxr9/f3tVwu6/HxsW5vbycL8FPGGA9t4MC9GNhnSDHVhQwgD4fDoe008pbkBDUGVEzLZDADfdCRdGwpg9bTBLJOoycQcMYpjayzEn7W/fEhe4BJ6mbc19fXE975GeuN1xJRbM9omzV8T09Pk7OdyAyzJsz6mBkG6q46vVUgeeogFTuEztIvZx1MY0/9mK/URUbVdDBNh+H58MS7u7s2rnR89NVTndTnABq6YcM8vWZe9kCdwbKvu/RomoCLP+QMXTFA4llAD20ul8s2xe5EALv5qk52wLbBPgTb5QAbvwIf7Bc9nY3vwg/YlwLC0DPrUc++ngOQPVo6YMnffE8mDXrF/sWBYK+8mt1qENMRH/+jQB58z3jync+eMXCUhiFHMRL0JJL1b24rkW9vXEb8OCAUusd0G98UwhxjT1iGYXoUvqO0bC8jfx+65ja5z9k2G/AsGHg7GJ7xFAL8teMlk5B85nkbq4warOgop9uCps6e8KzXcHnNjuUhjaXbMHACZNEmzoo6HHUzzWagmjxLOYOu+ZuzhIB0MjK5ZsMglnt6EZfHnM419cBRtn/3M+ncDFyRBe9wTNk3H9zHlO+8lsFMz8khQ9YJ7k0eGOTZPvnZzOIm3ewQDdKQHWfAbQ+QG/f5eDy9m9G0TVo7YEgZth3OrEraxeSzAY4DtazDPEg+2alaHh2Q/SJAJJ2ygWWO0/J9Tk57cmA+GJinvmTJNsw78zPH5ExvZqLMs2zL9wJgscm2UQnCLRPJfxc/a/lL3Uq6Jb3T/pzTuZ4PM617cmo65cxPr7yKzBFormq6mNDTBplqg4F+Z5czBecI6UwBQoJw+NMZFojpRZ+5yMsCmQy1k/Q4aINMDH3i93RimW3AMKZS0E9nS5z5gM7ca8WwYKfBN8DMxelVp/QvUwc5Tpy/jYmVkTHOZrM23QideYfSfD6fvDvIu83oo3eypGGwc+cZzlTKQzF5hoXdnvJgLFZAgA2LcZFbZ2DMW9OU6cbHx8fabDaTN1lTbAgAseYTxXI2js8Hb1pGfUSDjWrVNCvrc2mQy1wbZgNnWXImi/u8+JF7DCR8PEBOJwLKTYc0jAlgU59ysTH9sH7wPe1GL0DyX65V43tmnExPR/i8t4udlhwY6qy2x+tF+/P584uhyR7lAvRxPJ3DZMBNf8gceMckbSZA9Blc0MZBUG/NzeXlZZu2hlf5Lq4ERc7Cuh3+d0awt27EAY7bQY4yS9Vz0AZt5q3bTj3w/96Jhj22XnKPXzcCDf3aIV5Ngm7muDiE0evBkH1kKKcwoSdtArrgnzdJGCjlInIHlrPZrB2+izx5F6D9uPXPfil1zHbY7ThTablM+21fia3HDvl1Lr3yasCRDTHTUUb5RqYpSAg5AohBIYNAPb0IDuI5vXt3d9cEkrYMhqqmCzEtdGak23IK2oacNjOFamHhGsbdkYMBFErjjJh/S2NPdH48HtuOEPpNPw0IeA5aeOrAQNULiAE0VdPDyngtAIbt6uqqjR+g4Ldgs80YXuU0SxqdpLOf8RhYY8S4nRqezWb16dOniZyks6YePjEqNhoXFxeTdLiN1mw2a1MGGBfq45lUcI/ZrwJhzAbUlhUyMjbslg/rWUZdGRBYd7k/M6PpZLJPOOtcuzSbnQ7Tgx/eDQc/nPkAgAOsvDvUDiFp6H56TDiuzF5AS8u9nSXPW1cNkheL06n/8BQ9vLm5aWsdTY+Ugd1u1+qlnffv37eXIHO6P2CbPiLT0Ada7Ha7F9Mw2BUHVdAY2npXVcoN9aC75oVlFtr0wIZtlvUZ2qSttEycA9KeOXBAY0DL/eaxg2LLgWU+nzUIxCmnjmL/vLh6HJ8Dmqurq7b2rqePlgsfS8H4OezSU2HIFPfBO++o9To43w+NGLtpAEinTw5uLBu9mRIH9xnkuC0HaLbFvo9rTqzABwNLdNOBYZZXM61mowlQqjoRzinmHqI0UjdhHWVzBgMM9nlCRHIQzq9o6AEVvlf150STyY6SLVjcnwbRKUoDngQ5Gdk5g0AfPYXlfrkeb3FGiKwYHr/BBmPzLjWu2ekl/axkNhREr6aNwYcjnZ6z41nG7QwTY0MpPD4yXowtMwVZbBT5btrYyXndlsfGvQAjFqnbsXOfx5X9yPvMXxsLZDmBczokA1y3Y8fSW9+UoIPP5A+0oE5eswIA8qJ1Mpk5Tk/dQRd/Os1unacYNLm/0Nm06QGnzCY4ePC0ObvVnN1m6hCQYDnlukEfDqGXBaHft7e3rT5OaE/AZgDizCb8tHzRvvsNbdDHHj89jW47YvqlfLifvqd3X8p/OlTfZz1On5EO2YDF47Jcp0NOJ09Bj6+urlpwmMAqfYF9iDNCtrMO8LDZHOeQvsT20VnRnh+iPZ9Jlj7Ma5wcxHtdsNeXVU13VPoZ+zfuS/70StoYfxp0OrFiXnncaft65dVkjuikzyWyATAixTkSgVspe84S9Fw1Vcanp6dar9dtvQVokykWpxFxpGlk3b+eczI48XcDC8aJUUW4SHU6zYxyAAQN6LjXKUaiDp++baAwn8/bVuOMEmxgXHCgpguKQBveeWQ+ZXRPP6+vrxvIYlfb9fX1ZEehHQN1MAYbaO6BP/TN0eRisWip/sPhUO/evWubANhpRyRuI5H0gF8AapzS/f39ZHxWYPrlKUb6CRjOk5Z7oBb6p1Ogfu7JRfV89vTE/bRjIwLmfqY9uc6zntK1bnvsjIdo1zLrN3mzQ8cRdwYcNnbpzOzIe84vgys/i1w7aDBAM0+gN22yq9XtWDe4RuaMDKoBVVU1u+RMj3caOhNEtpysFEAL2eJsMmyn+++1ie6zp9CQIWh9OBzaTibbAPPU4Mt6k3bU8mwZdxbIgJe+mpYJcKxT5i+2BNnwtE8Wnk2bkgDP4MSyyVhNa/hIST3FVu/3+5Y59pjsQ7CXuazAO/2sA+ww9vSpx4De2pdSv+2H6YLeb7fbs1NdBDpuz7TKJR/Jj7S35mfaRwPtHtCD9+jeufeqVb0ScDSO42R3i1/iyGAcuTgq5BPGMvDHx8dmuJ2+TwW8vLys+/v7iWPwbhFPv9hwJnOqpkrjyNrRSVVNDE0+a4HDQfC7kbgNgQ00bQMw0uDnOKFbKuYwDJP1PDaeacDoN/UOwzB5pxSRshV2s9lMFiibRt9//32r33LANdMWni4Wp3fTcT9/zrghEz5O/vHxsT5+/Dip0yDZNDa/DGjsmGnfU5LQhfror+8F8FlOe3SnwEP3qedoPA3irATFQYC34BvEMr5cG4duwis7KTJojoQtz/CRTLGDH+u4M1aWfxen0Z0BsRygT3Z4FH43kLJsoq8OwDLrgJylI/d9wzC0LA/gHFu1Wq0ma8x8qC20Y2qZMaO/AFnWISWQsxw4q8AUsBfjW0YMSnNaFT54et2HJCaIR6boszNhliXXnzY3aW/dyGyw15jxWwLhBFumbfoK99EAp5cVdj9Yc+XpR2gDAAE02UdUVTv4l/5wSK2nOP0dXaYO7xKmwO+q05SowS4n6S8Wi8n71Exr/EQGJcfj6ZgV62QmD9A50yxtLONy/QmyLGvcn4GYwVDKcAZMLq9mWo0C0dOoVPUjDITVRrGH8O2seNZgI8EC11HgrNdAzEAKQfd3M8P1uU5H2o52qqZrizByVfXC4FjRnT6lDgtftm/DD80cMfUE2+OygzeQIcMFkGDdC78bVKFoRLbeKUbfbNio07LhsTkDkv2lrwYG0Igx5hbonoy5T6aFM1amfc95U5/BlOuBP72Sxr733e0YzHgcdqZJY9PUsm85SZk2MLATrTrJOvX6u3Us+c2zvgd9s0zaGZt37hdjNn2sq+cAlkvSjGtZcjoMsOMsrh344XBoIMNgzdk7j4v+EqFb9myb+A4wNxCjTmSDYIb2k7cGNfTBwDDti+ltG9GTU8uCM049GTcP0rm6X73rLulb3EfTp9fHpI/5nEGZbaLttHXT6xXpP4GufdNqtWogBmBQNc1aUR96YtpxTy/7bJtp/0JhnZzXlDLOLy19YTz+LfXL/UjbmvxLvvF/+rusFzq9+gXZlOw81+yk8lUVVfXCWPs7URL3sWtqNpu1XWKexnDakL+MVqirqiYLa+k33312Ui5wywxHGoqeoDjDQ5+YhmIMtOFUq1PJnvKomiqHMwRWUq/Lcp8MPgwmh2GYOMI3b960F5/aORi4eEdOglE7cxsv9x1e2CACqJxhzN148/npJbSMG1kgQkxnBB9S+U0HvpvWbtPZr57TdsTrNvIz/7fiO5I2/wGdpj99dd/hNXqEA840t8dJ/T5KgYCHaSHLkXXD8uisiYOkPFvHcm+Ak4bcNLaMG4A6S5YZjORr6kC+6yt11+Nz1oRnemcj+ffj8dgWTucuVk9tem0SGxp4MSoZpZubm9putw00edrEcuespPttPs1ms7abk/rsTFN3Ld8pY97dNZvN2i5LO9EEXNbNLL7XPMh7aI++2RakL+rpq685yM3X4hg0QAODHXYbHg7Pi6l5Z6WXMHhnWlU1fURfMuB33zyT4Kkx99lLUDwdRoG/nj717lwDPw6zNZ3Nb19PXpnn8MZ9Tl1z3Wnzq6YBSgbd58qrAUfjeHoxpg2eGQwzMmJyxsHZIZ7lGrs38gWM6/V6chqvo2sruK9Z6KpeOjSnSe10MNT0xwCqqv/OJtpiGoZ1GTZEVafTPqmPcVJPZpooGFz62lMIp1ZToNJpj+Pz1mHeKbXb7drJzNznMTsrZjraCdgg5XZS9zMNL215LUyCKwDTOI612Wyag2Rq0lNw5rXHb0W0Q0hFZVwZieVzADNHZaabgZt/T7rY6e33+1qv1xPHaxDuxeVcy7oMTPxOrxyfNzR4CtH1V52MVsq712bYeHubuqenrW+AbXbgZHYxMxEEWnY6BubIDfd5p1fqK47PWZIE3DlO7EXVyXB7bRi8Y8wOJOAHfcO+IYsAInbK7ffPB41a5hw8wScfXOo2bN+wQQQ67MSrqslRHg4qTVdns2hjPp+3LeDWLdtfyjnHNo7j5AW60NWHPmYwYZngM7M7gM/UG7drP4QOZEbneDzWarVqdXvXHzqF7rNEBFuIbMxms/r48WPrdy65MO0p6Tctww6MPV2WdLHeuA6m/ujvw8PDROcT7BgIpX+xn0Ev4Z/lJ+l/DshaZqtO77q0fe2VVwOOqk7ClesCbMxt7GzgzXQY7HQ7nwY3PncHQ5XoHwYZnLm/6Wypx3OfCZCou5fu7UVHHlNG8u5bPm+D3CtpHHrI3VMbCTiSnqazoxDTrQdwbYTNLzsSt8Mzri+BgRXOxuIciKAuOwDz2XR0Vi7r8n1JU9dnMJX9d1bAz/hZy2PKS+qE0+yuyw6A4zN68pkG0kDK9fW+I4fuc+qB+5o0pN9kuhK8UG+vj1+i4zlds2z7f2cK3f+ePGXA5OvOGNmhmfZk3ljzd65v5/qAg3awgL2Dzyx0t63LvttxIMupR+ZND3D3nKpBXYIR+pV1pby4Tutq2odzwUWO1zzKtno6du4Z+FNVbf0e4B1+OLhzXwAU+BDTxVOjZOF7oNN9Ne1sx60b3OMzjUw386zHC/pH0P/w8DDZmMJ9DsCTR7kuKX2tfYP5kvKROpAg7Hg8ThIIP6+8GnBECpXDzFiUzbHoKHcaFBcbcx8HMAxDW3QNA6mDlLQNibNRGLQU/tz6jjPm+mq1ak7Uc/u528SCQLtOUTrVbkVNIRrHU9p0Npu9WLsFXXy/6YjBJHNnetNvGzQLbhpR6Hl9fT2hHc9Tn4UbfqXDxzFlScOV2RBPY8I30wz+wAfGx5iHYZicTdRTRAp1G7TbMduAQR8U18DPMpGOzzJiWveyVYyFdQa0QfSF3EMnpj5p34uu6VfurOOTd995fJ768TSXQcy5KNfnfvmMMtON/0nhu17TJo2ws3GMzVFz0tp6SJ3Ibo6B8Ru85fR1OjKAEoeQ0k90wVmb5L8dioNIrjkwgb9MheSOYMsyZRiGyXQkY/CY6ctisWg7oLAb/G+dBBQA+ubzeXu/InrGbw6ges7cJX+zzbAc8FuCO09xW++8oNmZQLfJvaYjOsaCe2i02WyaTKPn0OVwODRfh/6QAdxsNg3YGmCkn6Jv2+229Wuz2bTx7Xa7iQ6RkUE2c7bGu89SdrkH/gEEP3782M6Ng/72M9az1FGucR8l13VaD/Le5EXe72UByNu58mrAEcx4fHxsW079IlJW2N/d3bXv/JbGj2KGYji8LfZwONT9/X1LB8IgZx0yrUxfM8WKoUMxPn78ODGIziLxnegQRUzjY8fvnU2OhniGug2wuMcC6vsROgwRCuIsl+utOi1icxaLdjw+R3/eqplTJRSDvnSC0MtTKs748Tz3UY+n8SiMDaXKrErV6eyOjGy9voxn4YfXbVjuUj5pj6nj1IEesLIx9L09A4PRg7fe4cT6E/PKtAAQeKoEfnn6x+v9GKMjRafIUwY9LoM2T3um7BuUwmtoSR0AAaZIzVdPbfr+DDgyaEDOWedhgGJQxJjpq89Pc9Dl/jAevrOkgGcN3M1z67pBtsEV9ol3IzLV5WmlpJ3H7usXFxcTp2q7YKflgI/7LCcO+kwDQDA213YlgWdPJxIs2f6kzU1gBC0SRLst8zrrMrD3b4zX13wGUA+EeGkBC52ZqoKu8JOg2ZlpaEnbthfDMEySDNYtpvfYrQuQtv5m4MHYyHRxP0EVnw6kDep6tLNOJwCzHzCfzn03r3vBKc/YZvfKqwBHDM4RnLMgGclZKUHXGCVnCxwp005P2J3tMNFQdDvlBAqURLBV0xfUVk0jT6+StzEyTdLJ4nQs9FXTxZF2oNzjCMz1JkjK8XkMdkCUXuRskGK62lB4DD2asn2Ua/TfdabRdJ/SmfrTDpxr56KHND7Ub0NmcNQznOabFfOckaUkgOkZeAMvQBH1IAvWKdMHPaI/OT3stlgDwf/ua4JLZyQMjtO5OXtjY2rwiMPv6bD1nOumhXXZ47F88JwBYIK+c46RdnKslpPkV08HecZAwtnE2Ww2mQbw9RyXM5wAXAI2MkcODmw3Ut56gIHrBubcY733OUrnnA+/HQ7PW8iTn27TvHLJACFp2ssqpMNMcJNt9J6xDCQoyv4lIMhZCD493Wqa9OqwHJvftjkUyzO/O7g2ILW94DN5YlpkO2mjbIuSRvAtddFAyTbf99if5O/mYfKY//O3c+VVgKOqEzAC7KDIHz58qKenp8nhcFU1MbwYBlJ7XnhFVOZda4Cq3PUBMt9sNi8WfqaQ2vhaMHsGO42EjSlgoKradB9C47MkXB9/RBwoVgIQC58jUbfRc/6OtFEuLwIdhuHFd/9BM/hkI5XGDrCBQjo69ZqxdBg9A+f6bTR7gJA/gy2D7IuLi9put20nxvF4bGc3OcLxwlSDOMZuw2WQb94k+DHgsOyYNtxrg0d//JuNctXpHV6eAnQ/PP0C6DNoSudsvhqcUDIj6KwkdfgUbE9Zpc4wfoCVaVJVkzU6tOspsTTqqdO0x1gdhNmpZVbH/OtlJHP9hXXAr9KgbgMmxm6Zhg92csitaWf9IrOVryAyMGQN5mw2a2+At7zTL+SDuuEHU5Tn1pZ47LRPBsRrjRhTgpZzIMT3+ztjRsZ7wM7PZvCCHeO8s1y303OstreWTbIss9ms+Z7j8Xmn18ePHyezFQQLANv1et3oCi8tA/T98vKyvW6EzPTNzc1E7mezWTvw93g8towResIBuAZaaT8zg+jNF9DPwZmTGvZVllPzIQFYb/1T1fQQVNPPJe2F+ezznnrl1YAj7y65vr5u/zPtlYSkOIXLjqj5fN5e3EfUxL12+ggBwooisf6J6NX/48QNzKqmygBD0hFXnRTPafeqU8bEQsMfAuKt+lXT6QvT5Vx2A2VnjZHrpj7atIBTR++cDMbuNqqqTZE6c8L4E8A4mgUUe+xVU2eXSkTfabcH+KjT7wByhtEOD16sVquJzOE4OB266lmhAe55FAIO1wDD0X06CvOA+/ybDUA+72kdrxuC37PZ8/ogn2RLnfAisxSeUua712Hwvjto4HVJLEA9d2JyGngDE+gKWEM2GC+LKqEFa6toiyCDeqARhy1iLywnjsR7OpBZYINr88jGm35a1t0Wf6wxMrBADnAwbp/2vDMNh7hYPL9SAudoXQFAwTtoD3/cX/Mh+ZUZK58yzWn74zi2Q14N6KyvPIuz9FQ8Nixtm8u5TKydLTrrzTc9HiSYM2D2blYHAM6I2JlnXzJwQMcOh9PuQsvTxcVFW1pyeXnZjl3wjIaXgfgMI8DN09NT3d7etjYTaNovOLhyXy0/HiN9QP9yqQXTw64LUIevdabMtMogwtO03kzgvli2EpAzfmczkV+wQW9Na9UrOgTSoMGO4euvv64f/OAHbcqsqn/4mrewk67N6Ip2TPSMKux8E9RUnc7S4fme88e4eseI63J9Nvr002NjLL3MUGYSnI7kPkfuTlW6D6aB20nBdZ8S2buurMMGKcdvwGoj6U/TOc9HMi08Lp9n5IyDZSuNDL9TR06VYYQMUDFYBi2mQ0/5c82J20gZN+1siBivx0xk6QWtOELGaMPraVxHuWlEkeE8IyojxVwzYlpYduiXp5F6DhB5NH/t4DDCPpE3DaRpns4wyzm5Sh5QbFRzUa8dvOkMj5ElZ76hHYube/Yn5QUwBK38Cpyqk4OzLaEPplPKknnl7wkGbHNs+3jOOkWfzRf3LeXAdqXHrwROPYDkPjvYywxIT2aoyxmjtLmWkZThlLMeH3o21jrCJ3x1287+um8OTtIGMx7ux0eR0Uow0/NZ1sv0lQkInWG0zFBSnnt1UOyn8jPlAp3KwM7jsD/qlVeTOaqavvUXQLBYLOqbb7554bxTsI1crbQIGgaUY9wxLD7faLVaNUa+ffu2nbdh54Bjon+ZhqRvns7zgV6MASTLGKknX/mB4LBwseqU1kbgbEQcYdpwGakncKp6KTC+boXimrMb9CENHd/t8G2cyLR4kTP34bwNDBF2rtEX7+jzThkrzjAM7SWNAAa/SoTobRiGWi6XNY6nbameWvQUWdVpp1vV6XUF6RDT0CX9cnqE/tpwmLcENMIAACAASURBVLdc87od0z0PJFytVq1O1jJ8++23tdlsJhlOO7Q0ehhcpq6enp7a29+hB8AMWtDXzKIiZ2kUfd3G1SAcGqxWq0k07awmfamaHgzqqU/qcd8oPYfpafTMWPA77RLI8b8DPuQVuVgspu/wc0YFnlvux3Fshzo6g8PUz9PTU3369Kn93puCZLyAKju7q6ur1jdvEklA5SyxHVrqPXY2TwJPfaXwXC9Iy5I217YtQYTtS/6e64Cwz97U4r5By+yH73UbPGdHbT6YNmkLmE2gTWTk7u6uLi4u2hQZcrnf7+v29rbVm32qOp3zg8yYZt6dxzUy5cNweg+fT2u3PXbwMo5j7Xa7SeDotYsZeCRv0Vdn03t1kRl0se4682qfZ93olVcDjjwtkI7NKV2KkTzFO2lms1lL797c3EwQuwWTKQa2sKNIvV0vOHeMsqNFOyw7qqpqJ3EbFNl48gxTi70IjrlklMhpd0ewCXboU6bJ/X9GKueeMbgyGHLEk47Wv6UByojHdbhdfkf5c36Z/81bO2NP+7kdO0vacRqX4x9SNmnDCudxuU/8Tl/yCAjLmHnoPvUMT97rKd7kmWUSQ+0pMNeVWbxxPK0pMFC3jqajMx383TJFe3xmH/3H2H2/M7bmiflvI1h12kXj9rOtBPL0H5tieTQwMh14xjJn4OCsgQG1ZaLHZ+sBU2e0lY73XOBDmxSmkJ1toB7X7T577BmEmr8sBbA8pi3x+KAlfXDWK8FHD9DmWNMe2eGbHwm+LHc9ObC9/1KxvTTvfD3tp+Upx+3/85BNABYybj+aY7OMmm6WZ+u6MzCMw0szTDPo7k0WlnnudZDZA67YYuy3++/+9vhnO3aOv37+XHkV4IgOMudtAfnJT34yARBV9WJgBkk89/T0VFdXV81p+E3EGCIyBighW169tigXXzo15zYxMvneMK5xCjffATt+g/d8Pm9HzkMXsit2xr2ox1FHGlIWE9KGQYRLGpyMDr3Gw0YDenqKwEpjEIJC5Fkr3E96F6XIRXbuv5/1+C0X7vvd3V07CmKxWLQ5eZQTPmJ8OFcEWXGEx0naKQ/OflpW6V86rXNGohdV5kJXMpnDMLSs5/F4bOv06BPnrbx//76Boqurqzoej5PznmgD+SNDaRoC8B0gIAtkCLifsQMszI+UPQNNA4fkD2sW0lEz5dpzMNgU09YZqtQvwEpvXZTXcGHwDc7n8/lkoaenvHIqH31hetCvhrC8GOwxLo9zPj+t7cpsq882sq7QD5855CDJ9gHgZKdmPtr5Ma7eGhbLLufYeazot8ecGaR0dJSePPQcqHme47DOOrvlYn1wnT2bY3BiwNADztzDJ8F61mPbDRiC3hwBAK85Zy5BJPTx4n+OB+Ae7sNeWoY9zh6Y5n1v7p9tls/Sc5bdtLW9TZ6YHgbL5hltWs9Tjgh8z5VXAY5QDg9ovV7XD3/4w/rN3/zNqqr627/92/rrv/7rFwCJ8xtIRaNUDw8Pk6ks0o8+rAxjAhN6a0EwDPSR+r1w1e+1STQKqvcR6DhQjJcFzADRZzn5QMZ0wD7q3yCEYprZ+Njw+D6DJBtkCzLfKU5/Woj532lY7uceH0Rmh+xdHTbEvTroN+Pw9JkV2UabXYm5M9F89JlB1G2wTfbPANeG1tOhCZrgGbJB/TYI3m3lyMw64E/WspgXyIczF4zx5uam1ut125XXM8LIuGlgh5qZVMtdDwjRF2fC0mExZhZR73a7Fjz4FTx+DqNo+mZmLiNd6wLjtq7ltKUdpuWQvtEXgw2DAHTBPPASgt1u13Ydca2qJgvTLfv7/b6dmMyZNYfDofEL3fJaOfqRtpGpfTLuecRC2hdnZaApnwaiHivPI/emAf3MzEPSO2XEn76nl6m0PJr/lgmXzGInKMr7sh/+33bZctSrE+BssOpA0RsLqOvh4aG22+0E3CZvDI6dLUTOfVBn1dSneTOPN1Cl3WVa2Rub/Lvtqf2JZcp0sXzArwSeLpZt8ycDa9o/tyD7VYCjqtPUGYRcLpf1K7/yK/XjH/+49vt9Y3oqoCM2I1xHh84EVU3X1cCwTKd7pwTt9raW2zHxPPekohq1MlYLgwXXKJf+ZHRyLnVo2lgxq06HOM7n87YwN8GQDY6jFAswz+D4fbJtzylR3OdMNVNsMHuGKI27r1uBfl6WJsEx4wBUcU/VdPEtjgPZSsBuGbNMZD8zKjIdkGvLpZ0OxVkLZzK5l/8xDNYzZ1fc58z0uV8GVx6bQQT9zzH3xtsD8gbVGGXaWi6XkykFg5DMupknlsV0TO4fsmPH6sjWuu+MFjKRC/bT2XqM1lvaY7yskTQtMnvOgbnYNvjnaTPLebZZNXXC9Jm1kr7f/PL6LoKitFs5Vv63XrhuwFLKTw9gG9Ck/LjPacddb9pL04s20RnX7TZSdqxHCUJ7smA5zDbSrucY0HkH2paVlL/M3BrwV53e64acGRxBcwc0HK8DwO0FOgZB6UtNf+uQ/0yTc3ThWvqCfN6ffoZx98qrAUdEDcNwOmhuHMd6+/Ztfffdd1V1GlwS3U7PzLu/v2+LawE3XpyFgrEQ+t27d5NzViAe2SkDJwzZ1dVVO8MCIXG0zVSA0+VVNUmh43BIdVog2TrtlDzZCht+g7N0Ok5Z80e6FJBkWqTiZ3sUP0u61FuXh+F0bg7XvKXWEYeBUq6f8fgsKwa+Xjxpg+AX+/IcRo/Xgxg055vRySSkMjvtbxp7SzlGxgoNf3geI4RhQiYyckvQzRiRaTIUvpcx00+yMNRLP5A7ywgymSDDgIVneg7EfKWuLAbbNvhp/NyP77//vk0BMG74D6Bl3JZfT7NYD21UM4JmMSy6l456GIYmf+icN1Twm4Ec/zMli7zk2rbdbjc5AwneYl+8M9H8tezv9/tJJtb6Ae8dSEFHMkd+v5vbNbinbr5bXxwQ+rwb+pSyWlUT+mXW1uDVvEtfYLCcjtW6bVuRDrkXZPVkJulqWU77lvf1Amzzpuo5e86mIdM5QR+yZTsEYO+N01Ov+EtnxLGTzoT6bDvPhtinkokZx7H5Xic2evTMviW4tq1IEGrb2uO1//cGJmz9q399CALBWgkWMDu74t1E/Flg0nkwD19VbR0PhHAq0vOh6SwxcDgPGy8fB+/MlbNf9Ge/37d1H2yldht8InQYfTt1GzEE189yTy7UdB3QCppwHgzCjTIxBbZcLut4PDYFpS1ot1gs2k68qul6EdPPU5kopqdRMaoWZq83qTpNX9loOLJDUYmmWUtmx5Z0QOkBr8gZuxQZs3naAyd2AozTDtk7QDKqy3ctQRsbJhsP6EzxlAy/4ViyPUfm1JfZM9oGyNqIOvJzfyjmn7Nu3Gd+u19V0/VtOQ3mTBBymmDPY+Z3+uF1UV6c7wyi+0Fddi7mrfsNfz0G2nZ9TFua3vSHa+iEgwMfbDmbzert27cT3YEezm4Z8OJMDfCxl9CFoA6HZyef9HM7rg9dMb+czew5RgOZ5DfXDbCdCU49NGjnt7Qp6YxpL2XYAMW/A075zN1s1G/++9meDEHjfMY8MqgzTapO02sE4ua9Ax36YBp6zMgNfHGwxDWSDbPZ8yGh/MbZVhRsH5uQzKekRdpG0z95ZbvhOo/H6e5vy49pTsGvVb18i4XLqwBHMCenYYzu7eCslFVTYkMchBcB4z47nARUji6zbjvWTDUiWGay13w4Ik3FdzTJ81YURwo8S/seN/2ijxYg12XgxXUv1jQN7bQ9fgrXfYq0FR2D3HOUtFNVE6Boh+0Ir2cIDQRwUkS5CaRNY+qAR2zxp00r9bkFjZbBBE8u6UQ8553ybGduR2Ja9fpiWjhTZMOQRsLGyCDKPHYAcK4kPSwbvfv8W65FcP+4nvVyPdc8mRYeg6ejHQi53p7OpHPJeikpwwbz1iMDDsaQdiYzPM5iYRfIMFbVi4AlnXMCg6y/xxu37bqtgyljOb4MDt1O2krbdd+XbdsmJhjJ/me7Se+eg+09d86h98BF2pYsKW89p5/3k03sjbPnl2w/ql4GIx6T+4DthB+WIzJDDsbHcewGJQbiSVcHLR6P2+vZkh4t6UPaK8aetp/783oPc7i8CnBUNVVg0l1/9md/Vr/7u79bf/EXf1F//ud/PlmsbCbbIYN6nVbEcFWdphOI0MlYLZfLNu+NwfM6DTsQGwRHslUvDZWfxxEj+BZQA5ZcQ2WQQkmHxm9EgQipnS0gC/q6z5yF8/DwMNmhtdlsXhgrskkuKNDNzU27RkSZilg1fTGkM3nO9Hj6jd+hkV/lAd/IDnpRp3dh0K6PfBjH510d2+12wlfTL7OBPWfkKNn0yIjIWTOyknYQZLvgud8i3QNe54y2nYp5Tz04fmTUJ9o66mL8AODeous0ammIeyUjdqf/bcT8neeS7hhr+uqp6appMJNA0jrt/nuBsDMwi8WiZbgBUdDWIMt2Bvm2vCKDDpZsdxxYeerOU2dJZ+hEPb3MB7JnOjqDZLuaMm97YdA2jqdTvntBgrO1XuvmANY23f2Bn+YR/Ta/TQvrYcpZTwYT/CXgy+AsQYR9VwZw2QfXbbuevEwwCz3yyIeHh4daLpeTeqtOZ65BawfWtMe0pUF4Tk1b/jabzQQIMV6DsMVi0fz08Xh64awBu+kBAPOaxR7g417bKPt+y5B9e9V00fcwDG2jloFnr7wKcGSQUfWsHO/fv69f/dVfrcViUT/60Y/q8fGx/uiP/uiFoMIclMSE5B47BYAA64QgPoTEOSFUNjQ9wUa4qqaLJ92ex8b7ivi9p7ww3gY2gZQzHVzzrjoWy1XV5CWGpFwNrmzkGCtjRMgR+qpphor1EvSTbcw2YIzVzsgOJx1UOg1PQzBe+uJx397e1nq9rsPh0KJqnjV4Zj0av9NPZ3bggXlrWXEamutenG7l6zkEy2saaWdDAFA+o8dOLA855PlcJJtZvDQM5j/1oCO9qJ3SA2aUBDm+107AoDfr6UWDbi8dE/8j49CSumgbm2D6eUx+7RDP0kfvSvNUntcHpvxQByWz1DbkaRe8Aw9emaYO6tB/2s96PfaeU+Z3wCZjNA1SDghYk4Y8k7rsd0hyDzKLLSLIS7Ds/roP6VTTnqF3ptmXaGD6IqOeYko73wsEMoBKAJO0cvvwD71NfaFO6F/18lgXAyMvM3GfHTh4XVnavv1+X8vlsgWf1IH9ByDbtmZQZzvl4MU6jYxZ33rPw0v6aB9rEJb21zzwsoxeeTWvDzEKtQL/+Mc/rt/4jd+YOJAsViCvkTAIsdJktsUES5QPKMBYGIUaYdOO20hnkMy2kthBuB9G3dApBcvtON05n5+2VSL4CET2z9esgMvlcpLBcRbM62O8LisdV9LBQsrY+Z263Z4dnUtGIzj0BKvuL69WMMBxmt8ZAa5lpGOZs+Py2gyPweN1pGY5sVwbRPbAc4++5k3P4GcbPaPDNTuTlL1z/fBn/u7//fnzHJ3lpXeP684MiWXeNIVWqaM8l7rhcTvqzr4nyHFbVadsSI7PmWr/ZpqeM+DZB+tmj9bIXA+k5vcEG+d4lTwyr+ykoZ9BE0DI9MRGWdaSluZJ8oDfst/0ywFk/p7t+X87V4/1XB98vWpq311P6hClJ58uvp4zG9kn24RsM+1Z8vnx8bG2221by8l6zOPx2M6NM0ByMNbz2Wn3e/Yg6dOj7Tk7kv6rql7ITU+ue+VVZI4MNKqqnVH03Xff1e///u9X1UtHwL3OstjwVZ2iwsfHx7Zy3tM2KAuRD9edqfGZMX6hZe+AOvrp4qjVDM7Fih4jQuuIzFNjMN+ZCU/XHI/P014smvMOkNlsNtn+ezgc2qFdtOMpr++//75ms1l99dVXtdvt2jSVx1E1XfSeDtlrruh78tE7rsxHR688f3l5OXk/GBGWIxuAmvtCxAfY884b6qFN5MLrWdxvgwbqYZfPMEx3+NGeM0DZd8sNGYheNi+dELxKZ2FgwDX3F55kyjmngH1KuIFkD9BZ3r2Y3fTulZ6TgA++h09+g7b+bTabvXgtgg0iGUimCb393v3w7kz3w0Cb/vJ/D+i4bWdPLFPOEpue1O2sj3cMIUNV0+mstCf5ezoe8w0aeQ1KBoz023LPdJ8XjzsYsyP2IlxslmlJ1sjnQ+W6lt546V9O7dnWD8NQ6/W6ttvtJHNlPpvvPAfvbdM8xdWT06pp1q/HlwQuDozOgZm0r711SVx35g66mIYeG9+dYbLO+iXSgCJoxvILH7hqGvZshX2IlxikvPm5tIf2Y6aJ28wdns4A+nDoLK8CHKHkKMvT0+mNwvP5vK2HqaqJQBsowAyYyRoUC40Xl7HF3A6ih2RxEjAaRScL0TPi3OeTni2cfruwdzsxBqctrQAGYO4fCoBDwCAhNIAFG9nj8djWWXGN9Dy08GJW3uY+m83q5uam0R9DxtidbTAgNJrnWe6B91Zqp3mp2wfhYTw5CZ1D8EjrAuIYQ0YK7OrDuCNrAJgEAzgm89hAyNk1vwKG32zwDLQMkh39wQuDdRuHNBIGTNarzGbYqSZPnN3g/tVqVdvtdtJHyzuZgaenp7q8vKzNZtPuh2feqYXxhF7U4ZO1GYvpZqfr6Rb66xOFPR1mehs0YthtyKtOUxOcaG9eW44NfJhm83qxBB7OtBrMGoDngnHkYbFY1HK5bMcVWHfSPsBb8zmdKXTMTDFn1jgDaZ4bzKUDNyCBb2kXqQ+99DZqfrfuQzv4QnsAJcsuf34+M97QnsxHAkMDAdOM79YX65Z1zHKUoMD/57S2bVSCqOSD+w6fedbrd6zv54CXx+n3JDoTlLMBXpLgfngLf9Wzz/BUn4OEcRwna+nMT+u1CwAHn+HsvoOL1AHvwrTtYXf6ufIqptVgmNOuVS/T9amInlu3UcE4GkRUTZ0yxoD7HIFgyNLBp2GzI4PhOItedIhhpl0vFHcfYb4dXSpgomNAgx0cJ+d6HY2nqajXmSIMlOkBEDR/UAavN+rx1GPwOPnfPLKCGUjQntdpWKE4PdnjYmxVp23+tGPDy7U8cdZO2LJmYOHpTcYBcKNvjlh6xWPpARyXBGuW7cySpWwwBtrMtnuAljaZmnV7HjP3O6vo1+gAWFj7VlUTY+gDDy073vFF/w3Kk46mC23kBguuezzIVu8e2wSvWTGo8Hf3heKx+h7oa2eQ4zDIQHepxzLtOk03jzH1yX1yhsu6mwENQNZALjMXjBl9oi70MAOV5L39AcU2ic0MlmsDZuphF6oBbtqInlzZn6StN18NUCnOEFoukj7ps3p6b3/1pT/3x/bLYMtrc0xP6OIg1/bXxfbCcnNu7C49IGuZTHBpWvl/2+TsW9LNtHaCgqUV9gW98ioyR1XVshucXwOBnfqumqL8RMCs2mcVPqjXqNoGLqMP/oeIZnZVnwH0iYiOPl1eXtZut3uhPPQ1HWtvkR99ASxhbCzE6Sz57gzXbrdrWazVatXS4Bw0Z4WhDUckGI2bm5sJfRm7s3ZMaWQU4OxYGgwDK0e0nlbEKXBelGnKmURWNme9yCKuVqsJiCHat8K9efOm7u7uJml8OxQiEb5b/o7HY9tF5+lYZzBtmDMiY5zw2hkogx+DBZwODsvA2oveLWd2ujZSGX3RLtOz+/2+1ut1XV9fT5yN9YD3ORlcvn//vjabTX3zzTetDc7Hgt8Z5RugeprbcunpGeus5cu6ls9S4LUzvdY994/r6AnA9/LystHeWRQ71IuLixdOy+tumAKnPYNAZC6BjOXBY8TwO2OW6+Osc1WnqW3k0FNrlsWkLzR2dgf5TRozfj+L/JBRwp6mfbdM8D988/iR8fv7+9psNlX1bDfgOZkP+pHvpTNdE0Q6aIM/GZT4KJHMzlmuzIeU114AdO7TdTrL7HocnM1mp/PcUkfgoWcQoGv2z3WyzAEb2POZBnPWKT57sp7TzRTPjthP2yc6gEh/hd1yljnLqwBHgKCnp6f65ptv6t27d7VcLifvr6qaRueJfJme8vobZ1EgjqN/b2lPIfQ6ER9A+fT09OLET9YiOYXIuh4bwMw6eQxkm5zZMbLtRb8Z7Vo5AQtkjqrqxbZwFMlGk/nmBGUYx3EcJ3PSnnrwAXJMi1adQKkNm2lgOUjwYD7AeysMB3oZwHh8BjMoNQq1Wq3a7jp47Gybs31VLxdKpxPE2MAzp6czigQwGpybhwZCNrKmlQ2Us6A9Yw4vud7TJ9+bTtYy6mkkyjieXlIJbXe7Xe33+/rZz37WdogyfgAF2UeeS6PFyevcizwaJMNjon6DemfGmJqyDK9WqyYXHOeAzLImARnLLHJVTQCV23bG1lPiBnouyAlrI51BpRhYVJ0AjAEy/7st6J389xZsHAwyz05FAzScJmOkTsu5+8r9Blez2axNZ+RSAb4jc9RpWtgeGhRZ5uEvbZHRnM1m7eDQXuBi/WTa3aDbsg59mf7OdXUGUPQvg1jucb1pE1NOTNu0DZYr65XXk9IH2y73Ax45MDXYSFuIbCFL1rGe3fJhlbbF5q31B1qm7JrG1gl44qUkprf5TDvnyquYVqt6dlx3d3e1Wq3qw4cPTTARToTGIAEHY9TfA0T+DWLyZ2ftlGAqe14zMrfi2PHwPSM8CyOCivJgGDLadebl3JwyAjqfn95eTr3Q0McXUGx0cUwWVGhJvaY7fcsUuKNRg0bG7QjbNPF9KI0VIOmfUXYCEWhItFBVLxyyHSigOY1bRmM9p8V1QKjlyRlIy4dP/U4j5PFbthgrY8ypAMtVGj/LsmljfnKd+ly/Harbch/X63Wt1+v66quvJrTJbCn321hl/3N8GVBQf04XvHnzpmUiWH/COMnsORvNuOx0cnGp9cbZHtPIY7Kdqapm8B3UmT9eV0U/TT/0yY4w7Y3liPstX7meMXne4z8FOiXfk4fJM3hvfWBcln8/j3PD0bodAlJo6SUM7nPybRzHlr3r2QjLoOmZU7imc8o0Dt/9MB0sQ7ZZ6KHpn5/uc89eZrbGgUPqf9XpkFcvSeDT9sV0SZr5zz67d29ezyw2iQF0DtrlmBJ0GexxjzFAZu/sQ3rgk/IqMkek4lhYy4JOQILXeHg+3esb/H4wRyFVJzQJorTDQwmH4fQuJJ6h7jT+fCKcjkQMcsy8zWYz6aNBB/ewyBhhsaD57Inj8flArsPhdJ4PJaeT2H3AGJlG8rTCarVqERCOHePGeK6ururu7m4iZKlArv/h4WHikEw7+Gc6ZrSR9Pb3BMk+aJI3kxsYcu/Dw0N9+PBhQnfAFbsv1uv1JPqD7lWnaQeiZvfBRspKbidmQ+dFpciZp9nMf+/GsCNgKsdTwAZxpmPVKQtjkG0+ZgrbgCMdAZkaT4EZ1H769KlWq1W9f/++qp6nNZwG3+/3jVfw1JkDr2fjTfXQZr1eT95BZwBBvYzRmcf9ft8Wi1r2WDhK3wFUBjDwDXpx3fqWIJ6xsaGDe9hZ6aAO2jq76110yIfl1lM6jMcZRGQCHac/mY31YlUy3g5e7MSdlba8mI/eBOH3Ko7j2M5f89Q1cm25gyeMhXGyCcOZK55FDrBByAd2teoUjGDfkGPaMW/RrXTg0Mr9Y4yeJrUeJ5B15sRBN9fsy1LHDbCoN7NDyAj9dpbP/YL33qVmQOHdkfAJPaAuy0q+FodneY6gBfmuOvk29I46vQHBMyk932gZNfhOXUCXWHzODudeeRXgiA5XVVMoG16MCQyxgMB0tpKnMas6Ldhze6BkBMARcQIglDiNAm0BPpxtwcA7IjBirpoCnkS+CIKV0U6aHVluh6kHmA5wWi6XtdvtWj3Q2krOmFar1QTQeA6adLiVBqX1adxOnWY2IKc+TS94bdpn1MhzNvCr1arxD+dDWtyGCyBl5zubzdrZHTgHZykyK4XxdwYhp1wYq50l4+TTRs/rajy1msYUGcC4+IgGjIgNA7IH6Pd0oQ2Gs7OM23R7enqq9Xpds9msTWdl5sL9fHx8nJwNtt/va7PZ1KdPn9pC2ru7uxcvPB6G044Z9M60pC+z2fO03e3t7WTqNRfdo+M4UI4lsNw6qDEdctclv1muzC+KM9R2CMMwTNbF0T6ylBkVT4kxRq9jc3sJ2mz7bCNzmq2qJrbAsgHvM3LPTA79dnbCyyAccPWmdxiri/Wo6jRLAG/JitM3dMWBLoEvuu3fWErhLCHjTfviwMc6abvlYrvV06X8hEYODtHx5JuzKQ76yOj7wFaDL/jE2BysOstvnXZwUDV96bqf5Tn4Bp8dxPlYD2foeQZ6GLA66KIfzvB6RgJ6u970X9gN+IqvTP65vIppNSIwA46q6SJpR5UQBIVJVG5AUjXNPqTyZxYjicU0Sa6v6NWBE7WzT8FzvZk9YUonIw/qcVra0T598v9ej2DAwe+r1aoJIoKOMyHiQtiIfHOO38bDUa6V386vl2nKrIz7SOldqzplUWw4He2adgbERJ8oIYYdenqe2kYopyltODJr6P6635ZbFB9Z8NSWQaVpYENHP1J2M3tk+cyoyvzMTJPp5kX26/W6rq6uarPZTMCj5Rhnst/v6+HhYfK6F8t8z6nbcfoMLhvbzGZl9iD5wP/QjQXsybcEjTxvWqQc8908tgNCpt68edPWOLlf7oczMVncB2Qo70+wadvx+Pg4yQx7is0BSDrxtKkJop3x5H7/ZrsOr+Grg8PUC4/ZWQGDBWdADRpNX4M+ZyTdZ9uJtE+mR+96+gL60fNBSVOKbY7l0G2a9pbB5LVlwc+Yps7QGHwaPFGsBx5nT069XMF/XuDNnxMSPv/NdRn8G/gRMNjuJE+TR/TbNupL5dVkjuzEbVx+67d+q37913+97u/v6w//8A8nqcw08Ea2juyH4XQWiQFV1fN5N556ol6UD/SOonvnnLMlEN6IltQ/WRYvAHc7Nhx+L40dNv3GmbNNNaNfA0qcU9VpCyR17Ha7Nj6EFwED6S8Wi7q8vKzLs2jl7QAAIABJREFUy8vJdIyNKTSG3pl2NnCCd0k/982L0c0n5MTGkHvgEUYCXns3E1EU7XrNguu27Fle7GSI5qjbNDcAN3BLYwcduBdZyYwRn+m0h2Fo0aIdTPKEvtJv6weyhd64b67Dz8BnpmzZlclCYnTEEWS+D8w0Tcez2WwaGHN28quvvmpTn7vdbpI1s/N2Fs4RuLM5jOV4PLYF+ZZppmLgOc84+4xOItPOkPDd4Ho2m7VX2zh7ajDAImJ0ws7MWQPLEf32K01SV+Cz1/FQtw/B7AWTtMn/znCkQ/bUDDyE5gRh6Cq/0y9nr3k+x5jBjp2is/QONLABgHNn/eAj4+0Fb85q2VZbBnp+yJ9pL+2cDWT8vUdvAyjk0fR1IJdAOjMt2A/0tQci0qblGBPkmzbILP0zgPNuch/CaNtioGMbCsBF39KGZIIgeQUdeDaXpbi8CnCEAXTUjPH4+uuv63d+53dqt9vVn/7pn3Z3rjkaMaLlN+pzqg0BYJoFYqaQ5O4Dp8rHcZww18pt1GpAB1Mp9NNCSX8zsnAK1Oid+32wHQbTBtqHr1mBEZAEP1wHONJe0pl+WplMOysXUwzuK1kc7rUDcwre9HC98DjXH/h3pnOY8vPWYn86u+GDRD1OgzL6kRGPQYaBFXyAVhg8jHdG5x6nDT/rKAxy6KPHiGzZcfQKwAkHCj89XclYDKRox4Ai++JxeAeUQauniKE9ff61X/u1urm5ebHeIHUGZ8Y0HnVjJBkjNCR7lHyiHrKZADXGzTNeS+T7bR/SDiD/0OH29nYSHFiO7VwSGLvequlaQ0+lGMyTiaMvtiVMOVvfnF0w0LG+006eDu7fec7ZJOjQc8LmreUOeXrz5k2zQdZxsmPUa1BmgJlTVRwfk4EdNsQAOANB60/ywUGW/Y/p6/Yc4PocJ+41uDFQtH00sPPBqNThgAe+eA1OBgT0/1wWDJ28vb1t7bI70LrlI1PgDTSi/gQqzkBjOxiv7Rr1OihFVxk/cs/6VHSaNXS98irAUdXL6SkI8Pj42AwdUZ4RvYXDSJM6q6YLxnop4IwkrCQIGe1wejLRqKMnKw4o1f2hTwlYAIKeIvH99NPj5ZqVxBHzMDzvGuLAK6Jjj9/9zl0otJVbXaGh205nxTWjfQNSg0E7awOMjGQTGJlGzpRVnRTRBpj2MDI2Ytmmjb5pYbnIZwxW6R9jNc+hHw6yql4YQoOLBMOMgXupw9E/Dt2RqyMx+k2xHJ+jRfIi7zVQhCd24KmbnhI9x1evOSLjenFx0da+IUfIcLbB/+gq9dupORhIWwK/vd7Rz+VUu50tNDkcDo2/OG+yvrRt52vaGJy4n5mR9TXz0fSwLlI/NqeXUbKsO9BwvWl3AVlJQ/PHtovCMymj3OfgJAOGzOLm82k7bCstD86KZjDRq/ccWPDY3MeevUnaJSg8Rw/+PL6ebXU//AzXPL7sG8X2rdd/g3X0zkGbgR+y50AYuiPDgJ3M0lEyu5e+2mNyMJXLcs7V7/JqwJGRqgl0e3tbd3d3NY5jff3113V7e/ti2uPi4qKdqdJLjVZVAyE9MHM8HtvBiMMwfUfWhw8f6vvvv2/gDETsKStHMBYChKLq5a4FPj3X6iyWldVoHmFE2QAAtIEhfnh4qLu7u5rPT++P8VZiaJzRlSMcA9Wqlzvr7OAMBr2GJ51+Vb2YEvHOBq+/MN2oI40F9Kl6PohsPn9eI0XWhOjJ0QrONqNgA0v6wqfbskOjvuyP13R4vt2Gj/FhLHBUDg5ct3d3uG1o6SjMWVH+PFXEs45WkatsH7k1sPF1ywDjhA7e7eJnPP0FgEGXLy4umvzC28ViUdvttq6url7orsfjaUa+e7rS02seL/22HqNzdjzmd37aKWAfxvEUtUIL7BQ06mVcsH/OSGDk7UwAYQ4AndljrG/evJnYAU8n0Q+v7XJG0o7FWSLLMJ/mfTp4ZIVMIzqCbfa7uxJoJK2cTcP+J8iHH4BSO2xnm8mmO/PnsZjevUCCfloXbLtt3zwO9J2C/SErZgAADwxgkRX6YplyewZM0MV2rxdUuK5cfuC2GbuTApmFYqwJwkwX270MSvlcLBb19ddf1+FwmJzDlYDI/LAOeQy2P+fKqwFHVhZSp1VV3377bf30pz9tKfBEwxDdh6DhcNj+CxG9/diRgxWWa+yQ8442iAkTWVfQy/iYqVU1MVy+18iZ6xjCxWLRDsMEBJnZAEKYTaaN/nqthYXVC4sxFB4T/TCtc9rTCuXsVTrkFHKnhqnTRyGwtTLnx20YGR/FafJxfD6MEP57667fmYazcP2O4vb7/STd7P6Yn84yGXinPCS9bewMht0Hy5XlzMYOMOx1XbxOxYCpqibTV85+wkODSMsL9EAW+ITGzpAyNhbcGhRXVZs+tIPyAY7OWLG2YBxPU4U4OWduHb1iA2wXoC/TRvSftmgbXUrnTCo+d9E6kLFsrlarur+/b+uA7OSwM3d3dy92/jjocN8Oh0PTCU+Z0SdkgnrseOFlz2FVnQ6xpC3T0g4GWuRuMOjqKSIHrx4HdZvfyARjsj6mXbXc9KZSrHe2J9Zv2rETpS6vv7Ic9sBwAh3303rsfjs4SoBkvUd20t543LbplARortM2N0Gfx2Be8azHmmAVPhtY2cYCPHmW93kiG5vNpiU/PBVnoA5Pnp6e2qn66JJ3kDuQ9To2847Sy8pl+bm71YZh+I+HYfgj/V0Pw/A/DsPw9TAM/9cwDP/m8+dXn+8fhmH4X4Zh+MthGP5kGIb/5Oe1QeeJHiBw1TNo+ulPf1p/8zd/005dNrMwHMlEGJbggN81vvZJRITiHg7P523kvVXTg9pMeAtJOtwsqUTOOjmCyjZQEoxvzmVnu0b1mb1wBsTOPRXd362czgg4Yu3RwcDKxpHrTEfYObjtHu+craDvPPvw8DB5maIjupwSqTrtjjCdfI+zMrTfM8zmhyMn88jZORtbP0f9SQfT3TRxFgg62plaJjwW64mdlKPo5L/p7gyGx4EhZ24fI+fpIgPrlC0vanYwhEPLfjFGgwkXyz50TPlyMf35y+AmeUbxeS7YCb7f3d01AG8ZIotioJF6ZXkzGDG/XWjbdjD7Df3SZhiE0Q/LluUxAYJlxXbFtHKgmlkFO0XLoLM4tJu67PWR2U/aAFzn9CH60KNTgmbX5997ttP9z1kSy5lpbP1OEJa2qWq6Nsg0TVvcK9kn+4cEl6k/2a8ElVWnLfXI42KxqNVqVRcXF+31RLZ59lnggnE87TJ1v60HtpcJZr1+1Lp0rvzczNE4jn9RVX/v8+DnVfXTqvrfq+qfVNX/PY7jHwzD8E8+f/+fqur3quo/+vz396vqf/38+cXiaIPBIEjr9bouLi7q48eP9d133zVGVFXbTeXnGLSnvVh0R+RZ9Sy89/f3bW1OVbWFWhCPHUH8b6Vkrt4MdTqSTzOAQ9DM/BQiKwvRr4HbYrFoaBtDSj9tkEnt26i4TQNBR5DQDyQP/TCQVjiDHNA8iN1Kg+B7Bx9jcNaEw/G22207kC6Nazohy4/f9Fx1mmqzwjij9lnGJ5EVPEBW8l7AjQEZ/xOt29iQvWCaCIAwjqeMCMUH2GUWBVrRP6Z/DUyS1+gIMoycZ2Ts6aUEs+arHQSGnDaRN+r0mUhkB1ar1YvFvev1utXh19Hg+LgGn6FPZhrQd4wpZ5l48alBKmP0+ixKgi47AmhiQHF1ddWOLfj2228n4MIZP/rqDAC66pPpD4dDex0L/XTm4Hg8TrJwFGTf8mkAQD/YBEFmhWupr87ewC+/KNj6yzV00lPX7oOzWW4jAxhnMwziqDvBDH12Ns1HUKStsaybfpYFO9SUN8uK6+711+DUuo0eme70w/aa/nt9lO/Bppj/6IRpk2DYvgx5ySDH62LxcemnbSPps3UEueYMNOscswUJUBkznw5u3N9hOJ1/Zr6g77TN2X8GRgaOWX7Zc47+06r6t+M4/qSq/lFV/bPP1/9ZVf3nn///R1X1v43P5f+pqg/DMPwHP69id9SGa7lc1o9+9KP67d/+7frBD37wYjeAjYOdJ0qIs6INhNJTMTgbGycbFb5XnRhpBtro9QwVApQp20TZGTFUPUffTFE4E2CHihOx8UvFcF9N86pqoM80hA8IoI28nQTFym9j6T6n8htEmHaO+hOwpVGykUu6W9mPx2OL2JlOM29TWTJD1IswuGY6UQdjdeYImuUYoHvSPjMG2U6PXx4PRq83znSYGF4bvaSnwaOzRdZbZxoM7MxXjFvPcKODZH8M5qqqHcKIjBPIWF4oPtfHtEuepSzkPZZD/29e0F87QJ7lnDTOe/KavHP09fTgOdvAswBA9Cl5mPYH2bIttO6m/Fv3qN/30TcDbp49Z+/Mk16WxDINfQ1OLDemI9k3xmtA73EaeKT9NTi07YNWFN9r/TW9codlL2DMZ8y/zOx7FsEZvLSRCZIsy7bDfE+7kvY6+VE1zfzmmOgjvnU+n09e3WKfhA6zC9Fy73G6L/jtHEPabGdVoYfH8SVw9MuuOfovq+qff/7/h+M4/uzz//9fVf3w8///YVX9jZ75fz9f+5mu1TAM/7iq/jEDdZaAa+M41vX1df3Jn/xJLZfL+qu/+qvJeo2qZ+JfX1/X1dVVGzxGtmq6/dKGDAKawX4pobeKVj2j+/fv37cID6dAPx0JVr1811KmfhOspLHFgG2321oul7XZbFp9q9Wqrq+vJ2iZfnDejM+ecYbLEaXHjqD4nCVo6GdtXKFznoBr/jFO+uKolgiU/+F9RswJjKy4jsy8hsZtPzw8tJfC+jev06AfvocxzGYvd+0lePC6G9bNDcNzdoe1Lp4uYZ2GHRoGwudMYWAxzPP56XUpVdPonKjIp1OP49h2R1lOGD9jg2dOoxswc/3p6amB9ZyWYPxp+HBUaVQ5jZ36+f/h4aFubm4m8kl/LdeXl5eTU9s5OZk+AQD8egwDIsuSeengIn+3o3d2FB12ycDE0W7eSzYYu2N6pOOiH17zOAxDy8Ry3+XlZeMB9hV5AWQa3CaY5pNsJmAY2bD8ApbzeIkeb5J2SX/owXoS0z13ICGHBnacJ+VsBDppYGcAMo5jm13w+OkH4+v5KNt6xu/v1EXd3G96MmZowNjsN9BHZ5oYH3S1PhsMe7wOSJ2JtEwmcHN7ySvfl+DZMxPH4+ktE9h+AlZkCKCUa4XSx9qG0Rf3L9cnQwfrh3FEr/zC4GgYhouq+odV9T/nb+M4jsMwnN8T1ynjOP7TqvqnVVWLxWJMIwOh7u/v64//+I/pw0Rhcc4YzQ8fPrSUqneEOLV3e3s7iRLybCAMftUpI8MiMhOWeo2Qe+f/IBi80+m7775rTMRYW7gZPwqAsKOcFxcX9d133zWHd39/35S6qtorEnAyOE1nb/yeKuiCM2dOdxiGurm5aQKP48ZAeOGoDyDzwl2MM9MGfIe2NnwI/uFwqLdv37YjCDJaNo3syJ1FxHg7ukUmXFdGkQkOuMfG1OVLQAqZyi3SXDf4tvHB6eG4LFMYVztZnmN6zsqe66fcFuMBmNq40i8bfS/k5nfvWoIHLNL2AZ/WDwx+TnEhW/f3981h20B6fQoLZ9mQYACFnB4OhzbtaP6mc0wn7t88fgOlnEKwHFBnymZmUhygWR8eHh4mAMHTiNQN35AR9CvHtt/vm1zw22azeRF0ZMYngwDrpu0aYCfHg01xxoV6fRhv6rGzTLaH1IO9ph0A1ziepmbZ5YhMYdtSN0zL1HXLLECyqlqABU08a5E6nAAseW+gkjR3EOVd1skz+H6OR2nX+G45yYz/ueyWZcgBLnJqe2Iech2/5Kwzvhs68joh7Ajte+kKusaMioGSfSp9dL/TtptvvfLLTKv9XlX963Ec/93n7/9u+Dxd9vnzm8/Xf1pVv6nnfuPztS8WC0fVy3MkEIRMJWbWIZXTAgjgsjBwrw2ZQYsX7rHbCUbAoNVq1aLZc+OheOt93m/hpx9PT091f39fNzc3dTg8LxD3NJvXLzEejALtuE0LWYIHnDnrHWzwl8vlZC2W++++I5D031OJFJy8hdjtkxkxYE4wZaVw5Gujm9FQygj3pdGww7DTNc1648cpUhfOy0bDDiizXJ5u6YHCNJw862nhTF/nWO3giTCTtqaf27DzoK2MyOAtbTBG7mUjAbrFs9yHQ3c/LQepO5Y3Fxtfvz+MOr6U8em1Y5uR08H+zICsF11nAMX/BvTQEjolPx0QmE+0jb1KB0cfWa/E/fyZ3x530sKBRgJBZ1gsI5ZFeGOd8v2+7v7Rf9sO7Ib5CY2Rn3SMCZT8mVl+g2SDKtMf/TCoq6oXwZFBuIGm+Zr0ss6l7bC8ul7337ri+6Fh2k3Lq+twf7N/HoN54Cxu+h1mahiPM+Q932IZN6DMLJNBtn0D92Sgca78MtNq/1WdptSqqv7Pqvqvq+oPPn/+H7r+PwzD8C/qeSH2p/E0/dYtKIXRLcCgqloGwXPGVdPtjUTYgChnM66urmq73TbmYSy9LXi1WrUFpBAdY4WxOR6PE4BwOBxaChdQ4TQlTNvv95PFcjDG8/4ZeWRU4a2/ROGePkFRPc/OlBfjo37GBT18hgrrqeg74Ga327WF4c5U9SIw0466eDls1WkaLcEDz3nNBX224jkKgIbOrtCvBNMet/ubhtIGzvPav6wTZazwFICEzFkm6Afjt9NdrVa12+0mRttj9lQFspOLnlMmDdQMxDI69DWmlJ05dGYrt0Sji3ZQnz59qsViMXkrPYCIrBsRZE7BIANkN8lQQXd0i+wUGxRoi7Vm8IDolHqcHTJ9oaMBKfdZd31oZQIgOxSyPbRj+8aGDXTDttH9Mj0M4HPJAPTBTjH2zWZTu91uMlXBlC62xE4mnXjKmINO+sJvpon56fsSwH8pi0UgUDU9eTlfU2NeO7vlLJsBLNdyIwrPYVttox2s+Kwk+zMH4Q4E6Gcv8DPgy+UK2BaDLusdYCqnhW2XqBcATZueykvQkYApC2Nxf6nbMp/jOh6PLWM6juNkgbbb5fdMBvj4mF6WzPWAGRwInCu/EDgahmFTVf9ZVf13uvwHVfUvh2H4b6vqJ1X1X3y+/q+q6h9U1V9W1a6q/ptfpA2n7YdhmAg6g8SAZPRdddqaiWJzqCNKnOcUUfxaAAu6d7VBfN7wTB37/b6BljScFEfIZjJ1eN7Tjg0DQDRt4wx4uL+/r3fv3rWxAoigRWapUngxADgaMkb00WceOaNzdXXVUs024Bb+TNc+PDw0kDaOY22329ZHDvZ0FqW33oO+JFhCdsZxnOx2ok5P9dkYUgcO2kbCEU4a0FRaAw/utVOxA7UxczRrh+pNAbxH7O3bt40n8AhZYZs8Roh6bEQzS4cTqJq+2d3RVE71OsUNEGe8HDDICdY+48RZCMsloB89rHo+u6sXAI3jODlp2v2FL/Rpv983AwsIgq45Bjtx9MxZAe6jX5Y187Kqmr1B7gwuLS+ZgaWOd+/e1d/93d9NMm0OzJzdcaDQ0xGPg4wzNOGcJWTdUx3Q/Hg8TtYJ8uk1Selg4BsAgbqsR84esJ6HsVnXoG8GCnwaeJiOGWADfne7XeOFwZczgJ6eBPj7oEEDUujAGXR5DpV5ZvnwOKwTmWFjHBcXF20q9OHhoU0lAvZNX88WwC8HaYwVOc11sn6GfmFH0Rtn6CjIBYE1tCTIwT5BO/vp+/v7Zu/gt4GRfRU+6ng8rZ2rOi3boBggWY6sH9zXGw/lFwJH4zhuq+oHce3bet69lveOVfXf/yL1dp5tjHCa3cruAdvYVlVbr/DmzZu2tbYXZVmgqqbTMb5uoeG+NIwGRma6My/OULkfjrRox301mq96+VJXO0eedSrTYACHlQpo5+VDNHv98dz7mzdv2neMnR1UzquzqPHm5mbCO2eKqMdgMvlisMv3jAxNC/Mvo6geP/O+qulZKeZbAs+MQnqRT0bLNmDZDwcCbE1HF3Aq56IqaJnAjPUXpslisWgLdj0dbbrboJDVcCbLdIa3lm/rNuOh3p6DtRPluzdDpNyhH55qRs+9di11y86L7163gTwCQixnPfq67zkm89UAjPocKJkOKTfue2YeE8TzzH6/r91uN7GBVafT6s2DtE8UT3vQX4/bbdrx9EAMfbRjS9CAY3ZG3mMzfSyf6fDpsw/CTNCf/KIu+piBA7/bRqUe9OjoZ9x2jt/ZEYMfAiQCzqSFC4GCg5i0F/7eG4/5kAGkeZh+zc/DP8ZhsEXSAp8B/3JmwjbL/xP8pGy4H9n3vPdceRUnZMMUzz+C3P1eMAhn5wq6ZsCeUkK4qc+CbiPjCIHr3kmFsnu3gyMfUHNGqbRn5pC29mLGqmkqPpF81XS7pZ/B6DEWH3roqSdo65PGbZQccSGoHn/yi2kepvdwsLRNmh1gZoG0MtC+HSBteLzpKOGXDTXO3Y4ZOqXC5JiscF5PATDF0GQ02AMSLvQRJ2aaG6TmeoCqmkRinPbNWhIW4tuwO/o0AHGE6MWTAFNnUEwrO2WDOPrm7BG0oD/IBteR44uLi9puty3yHYbndwBut9sXBttynyDGQQ6/mVe3t7cNQFOvo0QAj6dJoIvXU83n87q7u5sAU8aSII3iDIsBq+9h3dXhcKjValWPj491c3PT+oCtyL4xbk+/0i9sKBkw6O7nkHWDjdR9g0LkgnrhL2PHvtkh8pwBEs+l853NZpOpWcA6U6EEb87iMS6yldhiaJTO21kiZ6Joz0A0bSdyg5z5fB76hRxzzcs2PE5PPVpW3E/LN3Vw4j3yPJvN2g4v3wtfscPwxf7PPPaiecYG/Q1KnKUzkPfZZ16gjo/z/dgR0x8bhb65DTJkuS7J+oRf64EdB00GyPTdvD9XXgU4SpQ/js/zjjg6djiYOF7om2nYqtPbdxHu1WrVjDYMt8I5TWcjzHueECYrmJ0RwofRWiye3wV1e3vbpr0wECmsPaSb/cBBMh4baIzRarVqU3FpPEmnI4Q2uhk5VlWjOQbaNLOAEnmSQsVhs9sMZXMGsGqabvd36s6UsCNSFNKggDHCIx9o5wiTOkmF27nmeoJeFFQ1zaZkpJoRKTsd4ZX76mlL6EQfLe/H47FNixwOhzZFwHiRGa9Js/zy3RnGdAopb+6H5Zu26B8lI8mUa2gGzVkDWFX16dOnbvTMs3bkvTUSzqi6japqB2/2+Gqj6ewEY0dn6EOCMAMP65Odq8fiqTJoTBbQ/TMoTTmDjwY79MU0N3BE9izHXj/jfhpYWdYpBjwJVhz00L7rduYAHTZgOx6PTS9MS9t6+gfYsE1JmhDM0gev8fSnlyJ4XZDvs7wZOCafHYwnOHBmu2dXkNs8RibtDEd92GYgk73DEJP+Bg7mXwYg7qezhOYRdUHn3jpKaG/7Zz9peidN/FvSCXlJMOu+c1/6He/QzQx4o1f36r+HYoftaSlf47udWGZoKHYuIFBPs1kYLPw9Y4DBqpo6nqrp2SVpDB1FMxVh55lj79Xhe3vpdZTQ9DCAwUEaQLpu6rfiZAYhozHowbgwdP7NdToKwbjwPzzzGEyHVBKn6q0IbtM8TP76DwV3NJvRWDqrczx2/ZYd05BPOyUbJHhMds/l7u6uttvtBFRwv404Rp7+OUsK3Wnbv3H/OTm0E6Ie+O6oMPnl55mKc+aA+mzQ3R/axBGmflq2rKe2E1474zExfgMByxP35MF09NP9Tr77L+WD+plO9vhML8tGOvSUK8vDOV2i7nSAlgfzwHplGXUfMwvPbz0Hnff0HDj0M8ggMw2fMwOUNtrOObNnHkcG173A0fTkGdM6g0rTzWO1PeRaz9b4k/9zp1cGH94Sbx9TNd1s4kyv2zK/cgnBl/gFbWxzDFqzvzyTvidluGq6EcZtO0NlkGdfYxtgGTZtcqq2V15F5mgYpieJptJDHJw8xmo2m7WD4MbxdBx91bOx8Qs4+Y0FwZ5HrpouquUZmE/60IAkFdCGiHRf1TMzfV4QryrxayPSaHLNtKAdl9ls1s4EAqiQyqWu2Ww2ibb5DSBFO4zdi6lB2AiW0604C+4FJLKrzcbGr/TAsMG7w+HQFuVZeKGxjRQlHQ1pXC8KhIbQyeDGfXGfkME8lRk+2jnCO8Zop0V//T/99nREZh7438bG4yBi9DXfSz8Mvhyhe2cfGT5H+ZZFO2Kuf8kYOTLmvv1+39rhd3ZQJgjn03x2NGqHn1M1mc20E+Bt7QYXjiitv+N4WsNno24e8z9jYyx23j6KgAylHaajbXiRkS/9ssPOz3SCtlkGi5lV8oJ/gwxPs9hpeCzwPAFKL+BMp+uMr/XYDqzqFN1nm6zfRBdNH+TBG3lsP9IJ+h7GZ/mzQ+deZ6R7gGwcp9OPLNewPGfwYD46i+YzxABHBvlMx9JnBy4G3PCVNo/HYzvqxfQ3DbHF8B59gLYeY+oVejEMw2S60XJke8OzKc/pew1Y0TEHt+knbBe43+MFGHtnXZZXAY5woL2FeRcXF+39WDhPTycMw9CiaQi13+8nJyJ7XtLTNwZDNro2SJ4WqzqlzE1Un8Dr/puZCNfbt2/r+vq6qqZTBAYN9M2HXEEn6qUN1ingEKpOu3L87jLq97tlWPdAtgKB8py1Da6FOtPhVaf3EFWd5oMZg48VwOh5bEwZkQpnnB4zNDgHonvRLUqA46PP9NHTUgBsL4A3cKEuZIZ1NXzamWef8rtBAPVmFo7nEhRTj+nH+gsDLGefzEfuNzjmHlLm7rezQ/Tda1PsXOxIzCMW8PPGce+WSkeVJQ0YkalBJ9Ezfd7v93V7e9v+x2lktGjnwLgMKDD4/EZWD+dFXwwskDv0x46I6/DBAUFm4OxADAiyPvqPI7F8oNN2PsMwTAAc1zKLSXEw6PqwmT5GpefgEgzBO9bmeJrIa1zev3/f2vRLtsdxbNP40IksXC87n+PsyTJjsT0xHfkfvU+QZ1tiwwSwAAAgAElEQVRPPQQDnu62vGVQ5Gxj9p0xe0qRe9APL4GwncrlAtRLwMSYeNb6tlg8vyB2Pn/escnL3+1r7S8Zv/voPkFz645lPm0B+mebm74AukNj05O+en2U9dpBaJZXMa2W6LLq1HlQLIJm5UJIDSgcGRnNUndPQC38ENXRKsx1xqGX2rbCmdEwhjo8nWQnZwGiHjOZ4nQwBpkII1O97lvPEQBUcF42cCgPAsV33hWVUaqdfNVpYbP7n+N0JGT+W8GN8D0WRwfJy56M2aH6OcuGjTnX3f+MRBMM+Z4EcP6zjNB2Ru3nxpO8TKCU4/J3irNW5o3lyXVZv8zHjLwdyVkWiPpddw8IuS/UZdmCdzb+DnAw2F57gZx6TKaj6UrJna7QzDylT0TK9IG+5VSZxwNNbMt6QNjygg0xfa3rbsN9TLlwxseA0u2l3BBc9OTJ9fn+zCQZLPGZWcscs8domtvOEVS4Hz3ZOqeLCVZ6uux2qMtLA2wze2Aw6+7pbk+P00+YFvx/PB4ngSf0NSjO8aas0C8nCexL/coi09c2xDwmEHF75iH3Wqdse8xfj9dt9uhlfjEub7CxLmcgmuVVZI6qpgsGq6apbqZfGCyp6iSgjbGV1yk6n1/UMyw8a8ePYCBMvFkYwvO8IxteU3J3d1fr9XpyNsVs9vxeKTI5tMu4YHwqezqsqlMmzE4oBYEzIigYOt9DZOao1MaY/tNPnAd1jeM4iW6p9/7+vpbLZd3e3rZx8zzndKCATtUej8f2VnX6wxvE3Rcjf+TBjtT3MEbuXSyez9/grCVHFwZJwzC0XVZ2TGQUkzeMxevRqupFn6CfjVoa6gQwLjY0aYRsBNJ4+TfG5zE4UkMOTQciWM40QrfIrJgfFM4DI8ihnnSqFIMIDkakTTuilE/0kzF5+gXDnwA4p24AK1yjHTITq9VqEkAZVJ9zgDhSyzd98Ss+4Kmz2q6D/ng3nPXVdByG09vKac/Tf5aPzNr1QLPpnEGFM2fpwC3XGZyYbugIOsFZaOv1uj5+/NicNdllBxPppG3PzQvLpgGEdYdxeWqS79hn/BBj8WnzCTwcFCOD1g1PDbpvBtMJqOEZ91oG8Uk+URsaIAuetUC+5/N5y+B7Rxv37na7SRuWI48d2nAPsocOmqZv376tqmqBE7Tz+yVT13NM+Fd0xvw2oCWr5UD71YMjCzeK5ekOKxTO0pmSPAGbOrw+wFNm+/3zIXE4ZwQD9F31cudDZgHcho0agsQOt2EY2vTVMAztjKD5fN7mjBNVp7NkbhVghZGwsaGPCZLs8Kz88/l8YnBwXES8CJaBBn3CQSGgCZboLwCWw8usfKTBDSihH8ARmtv4GgRntIWhYHxV9WJxMwqNHFg2vHvNSo7Th34JqsmowW/q6W1jtgGwo+bde2TlegY/S4KmzBLYWdsR2SFmoGDjRV2siXGQkc50sTi9KBQAQb3wrvfyUe7J8STA49NrGizzdkDI43K5rE+fPjUn4rWDaUTtKJyxrDpNWWKcCY4MApAfeM/6kMPh0E6yp9iGeRrAjpT+GNCYj1Wn0+QTFBswW+cTSDurYzpDH/MjgYave2MGfDQwdbtPT0+NNna+GRQsl8u2lMFgiCl/+GEeIocG6Bkouu920gm8kLEMirEbrF1FppER8ziXXlCXN5WYjglYCTatb+aVee5da8iLAzSPl2lhljHYnjPdzh/121Zhj+GvZXscTxlGvluuM0C8vb2d+FJ8gd/B5wABP+LsMHrkzUisQyUhcs7+pQ11eRXTahSEJw28kTsFIwiBnGVwZNhD5Iky3bbROEKWW3erTpkmjBMGOsETAuiIDUVAAP1sz1FkdswK69JzpmkEDWq4J3dDuH1n5wzi7ExSyTGYjm6M4h8fHycL5JzaN1DC0GEcPBaP3w7etDC/aN+OluftmDJ6zHYcdbjevEaUiDInP5FhgzXzJ1PY5q1/9/j86Xt7cmE6ZDu+z9M4WZd1hvGYP5ZTZ1oA2JYZA7meDBvUIFceJyDcW6yRAWdcoLXHwH29LF+Ptwb3PssGMGMAaDBJPUTRPDOO4+SoDwcktgk55pw2ob/OOCeAS5q57/xmOeA3Ax4X66R5aSDQCywJRDNwyc+0XT1AkaDaz/Rs5zlZOxdo2u4xFgIYn31n2rlPjHm/37cAwu30dN7ZJNr2Zhk/m7Yh6YSvSTlBn7iXII8ZDdYF3t/f1263m9DHfTXPMguW/Mq1RbnuJ32UbXseYmzeJWYAjDnT2dOJV585qnqODjabzQskulwuGwp0FFJ1SoenwBsZek7bRonFmjZCb968aZGJzz1iGoCD6qgL4ES7ucgxne2bN29aHZvNprbbbVWdgB4He2GAjd73+32t1+sXxtJZJvrLmDx1ZoDpd9H0jB7XLi8vW3oTFE4K2RkznsEo+/Tj+Xzeouf5fN7G7+lNxso1rj88PNRms2nRE5k+OzHLhSMy93u5XL4AaY44rIAsGgbYGHD7tS7OEiKHjJvxmZc27rlgsaoa7+k/xdMnFMuA9cHG0td5xoY0wZr1gH77nV92CvQJ0O8dgnkwHKcyQy8/fw7Ipxyij16D6P4jQwRIZLG8Kw5aJsimb45O+a0HWExryyFBDnpAP3hlR4IUywR8JCJO8JegwfRC9jzdY50y76m3B5bgu5clWCas5/A2p3KsM9yTTjodYWabuC8z1g4euMdgmeLsRtLM44CXnq4BtPsebAo6kjRhTD3gkAAcnnsZQTp2ZCmBXYJq7nObgBraoO8e05fsIG09PDy0w40/ffrU7sEPIt+M037HffWYzHPzzZlayyL8w3cQiGB71+v1BID7uJwEwuiJ9eDnAaOqVwKOMLpEEkR7mYHwNnUbkYeHh7YuqapeKK4V2xmJ5XLZEHGuD0HgSe/Rlp2SQYBRrVOh9He9XrdTjT0mBA8Gu7+eUsx0pIWKepbLZVOEx8fHtkZnt9u1U3irTrvriH6MtJ0xu7u7q6urqway4NFsNmvvxPIUlY3C/8/c2btIt7V5+d67+unuqv54zhkHhmFGUDAymUREMFMDMTFRFBMDwVDwL9DARBBMBEUwEAM/ERRMNTZQEzUaFF6dmZeZOec8XV39XVXboJ5r1bV/veq8J5Le0HR31d7r4/783fe619rQijbJFDw9Pc2OMWB+NuYABb+AEGcHDzNjZTly+hT6e+s6/UJDp9D94k/4Cq3gFXJpfvtCOZ0upq+Li4tmYGyYcXIvLy+1XC6bkbNxZI69ebvvlC1/x5UZI2QcGvkz5uNoLKNl5BejY3DI3/DX2RbraW9O1kkMN89cXV01h8FvahcMbJmXZTIBInM2iODHGT7kHHp4d6VfY4B88EqjqmMNyH6/b8tyLDMj48hMLuUmb5ErlwHwmQM4HwprXqdsONvi7F+CCRwavPRrf5KOaVuqjtnSzDyknYM2Bmm9I0ngNXxnjszvlBxVHbeE42sIdhM4Mi5kHzrnjls+5zkDOgeT6Ai8cFmHAyQCUcbm2jiDG9s06539ioGVg4sEbB6j/QP3+h2Ktk1OBJDBNZikbXwq9zmT23vGQNmrDVVVNzc3M5Bjm2R9p52ke8+W+voQy2qODKvmoODp6an9OOozU20YqubvO7PgQhxne1B2lJrokzbt6Gin6n1qLpf0jFKrjoLlOigfm2/GmmE2iKQgvTvKKNgRgZlPfxZmz8PGEDrwP4AV2rionc+c3u5FClwY64yE+dtRKRkugAWGi/9zHvm/nbHP9XCan116zJ8lPMZFDQnK7nmY7gZ60zTNTnRnTl5msYMyIKEtgyLPzZdpmN+l7CSd7Sh6bdihoBtEZbTL3D0f5oJxI9NIO96tZgfv4IXLIN1OJh0BV2ZyDGx6OpZ0gq8GfMiF7Qggmx+WCp+enmZLedShkIkGuNvm8Blzt+56ud70YSwJ/m3PPH7/73ZSFqErsuzl7R7IZlzQyKAgHZyBip2VwZcBk8EHu2g9F9ej8pMy70DNvHQfjM1XOnqy97w+huew57yM3MDLQNJtLhaL2Rl9pg2BkvnuLB5tcBnQASysW+iGbaXLGTwP2jMQTNtqGcMvOJvqcTuINF8S3Pt50x1/kgG05f319bUF2m63B4KdRcrMqGma14fJHF1fXzdhNJKtOp5rYvC0Wq0acTBOfGbi26gNwyE6e3x8bEiayCoV1a++SIVJgtKfHWsaaqJC5kCGAOPoJQxSorxstOpouJ1pYJww3ilgCwuZNCtELk8Z0LEMwHJUFgReXV1V1dFIXlxctCUUDICzTNvtttbrdZsbmREMsB0E2RX6tdHInXRV84g2MwKOwlwwacVEJgyuHHm7zXRUKLzrYNI4878zkwZLGP9hGNoYfRZVOnbPwXNOAGWHCPjqZQTy2R4Qy8DAF/whGzKOh+XC9Xrdll9Z4vSOFe63vDEefhMpA+y54CtRMvTmDCUfCuosyTRNrfAdoGLd4D7aZGNARuNspNjtDjupqg7njZn/pPlt5L11H5vipfiUG2frzEuf6cSrZHgGnUe2fSYPtLVD9BK56W/nTTuWZdtnj9eAl4wOdiwP/zTwMuCGB4zBtUl5Zh3tYHMc1CFjuQOYMdim+rf9UOqL/7au8Z13aSHvaQMM3Ha73buDR21LHEzb7vE89zk4saw5e8q8yKqydJa2zNkzShngFSsAWcN0f3/fxsdyspeZnRn0OYWZqDDPe0DYgA3dyexpHtRpHfIGAGdAe9eHAEdVh23WDw8PDWQ4wvABe36/2Gq1aodSnZ2dtToiGzgcay7JYUxvbm6agYExNhYpeF67hBEYKv7OZQmvx1OD4R0rTh3aUDBug6GMBl2NbwGvOqa4z87OZjvdbOit7B4PaX2UwVkAO3nWpReLRcuMcQFu4CfGmDESeXt3yW53eHcYSsy4mCfAwgY/jZWNZtW8eJ7xO/3PPTgrP2fj0TNG8DsjbjtlvidqtCOywxqG41Z5vvd9zMnGjMuRnZ+tmoNlrswGuI2M8ly70ssW0YczulXzGr/dbtcMppdwE6DQD21Cs968zDPGhpzDQ/pDB1mmSKeQoJBABhqdn5/XxcVFe94Bw9vbW11fX7eT8J25zgjfQDvbAdghpwaztmnYnVzONR+S58gXvLeuI7feGed+/WyWDJhm8D9tEzRyLQ1zMXAxMCCAS8DE39gGAAX1MPf39zMZMB16QMeAJPUcvqGPZK4Zg221syWZNaNdy/Lb21sr6cDWE1y4RMFtVB3rSJEz9MqZPtfsIn/e2NKrzTEvvfzri8w/9xC4U2JBf7lbcBzH2S7lPLLGAIZnkEfoUlVN/2w/uA/ZZAzMxzLgeRssn7o+BDhCARisMzBV8xONHfE6yrKAJhK1IKfQEQUhlDbC6Xy4bBgcGdhZpBNzupOINOui7PwssDYeHn/VUWByrKaNlTjpnv062wQ6N0BiDdvnNA3DMYOFU7m8vOzS05kenI/H68jHDssRl5e1DMaszHbkprMNnwFFjtNA1Mrk8aQz9fjNO/PQvOB5DF3PSfc+w3g5Evf37j/7SfBjIGID36OL27QsGYhAtwTf5oNp5EgeAwZfyaj5tSl2bIwH3fXnCajsFE/N0YARW2SAwHPwCvDvGqyeXLjfaToWyzJP/3b2yXQ2zVLfTceqau1nxs/ybBmx7FrPnL3wfRlU2c7aSTvjlvYoAZj7d2aQtrOgNoMagzzLim215d46Yafq7BHyaH7m0rJBMLS3w3XGw/326J12pmcLevwyfd2ewaoDeO+mhIcEeaabM+ceg3VgGIYW8FtWfKVNtc8BTBkAnrI1Cea8ZJjHBzijbL+QNXEJAH19CHBUNUeLNqw4gR7BhmGoz58/1/39/WxphqiF5RIyIUQAEPXTp08tS2ElcuaBaGqaprq+vq7n5+fZMsxisWi77AALRrb7/b5Fg3bm7pv2EU4XpTMmj82XldfGygJVdVQkp3YtII5avNuEXWaLxaLtXAD4OAuA0fd4GD/nHO33+1Yk/vz83BRvtVrNHKDHaIfruRnopFKl4aqq2c4qQDHPorC5bGaHZN5hODweZxCdRmZM2TZ0A3x66cD064GprF+Cvz3e2zgkcE+QnzJkYJPBQT7vInbXH5ifCU6QGXaXcW/VfIfNMLx/27ejdBtcZxicfQSMmzZ2EABUy5zvcb2UDX3aKAME2gDMQ3fS+XbCBCJ2fJ6PgU/2mUA3lzOsL3bE0InxYhNNq8y02Fn5tUoJAGmDy+NE1qB1vq6G9shEuxDZ48VmuX9eOfL09PTuNR/WedML/jjrTx/miQ/rTJ0BnPrYFvOD5ZzcWMJYoDf35maCBJUOrv05KyvoEUXt3u176l2b0JKlUOujgTu8gd9einOwYjqnnzLt/KztDHPDt3vJPAE+bSWYNy3TdqSNz+tDgCOI6LQjA3fK02llKwX1Suv1ekYI6gtY1/Wzdp4YcWogLEB5+B/K6oP6FovDgY7r9bqur69rv9/XZrNpJwCP46Emyo7Uh8jZGDuD4HSglckRYS+6S+Y7Yuc4gapjtEB/Bo2OIiguBShxeKSXuqAp43B0Ao/HcWw7teAfY7DhzRokPmeMTsGmHPl+r1dXzTNL7Fa0MXdNCLJnpbLye8kPGnGfnzPfbDA8lvV6PXP0Ge3yt6PwBEwZ4XHl2H1v0tbP0w88hjbOWnjbvs8cw1hat91uTy5zlxDjdN1GjyYAe+ZJmwb4PiLCBt7yV/Xe+Xv81ifTAGfUs0tuw8vilhe/U9Kg3XzqjQFblCDdjs52zpeDrgw2LP+ZqcdWGvz5wFjT0CAVR047KQu2B4wfW+QgzHICSLSMQw92CFr2CfASeNhmcS/1npQKuC6m95xlxnLFWJEZ6mEzu2I9Oz8/bwEkS6fQ1Mtl2NGq43IfsoDf85gJvgxGaBsdQBYNCPO4AANNxkgmGwCG74Rn6JyDqgTe1kPfAziiPU7DppbMx6vYR9gHuV0HnNh8b+zw9SF2q1W9r5kwkk3BdXSF0J+fn7dzgKys3uHktmiPmgVHogZOXCg5QmrEiYJfXl62/lJxYCT9GsDQRqYyTQvTyM+m4esZdtrwzjPfU3U8jMvtEjkRNTu6YU6Znj1FY8aQWYeMxN0GdHImz3NKWcGo0i/PZyFs1XyLqAEi6+g2eBllnerf4LdqfoKx58sYnU3xuJKX6Rx7EU/SJcfo9vJ3r79s23PvZbM8JgNf+JZZUPPTMmXwYL5UvS/ezLG7bf9A61PPYjRNW8tkT1/smBMUJa/gv+fJ/1lsbppwpYHHqNu+pP3s8YX2e87ZbVqek75uK5eCe0DOYML3ek78bXubumeb78syZ15ntvSUfiSNePbU2LGh3jEMuPFnbptMloMS2x9AH/1b7pO2CXaR3Z78OCh0pqanC/TPWNLW9vSA+Rqc9eQ/X13F95kJ7umtL/wR2TcvkZnXfr6X7e3Z9d71ITJHEImiRx/PX1XtDCNAQdVRwGGI3+zMvTzvrdw9pWM5DIY6MgRUkP2pqvrmm2/am8UdtXgr+PX1dTthFMaAelmCubm5mWWUDM5soO3ooYfT2RhdF65DJ0dg03RMh6YjtJB4LDj65XJZj4+PLevE5/TpZSMU04CESIx3cRHBcL8NYy/r5UyEM1U25AafyBUywjxJMxN5cUYWAHu/39fDw8MsEkljb/nrKTV9cp8zAz3+cp+jY8b/Y+eJOMvgy+PKjAnjMO/zb7cBSDFvLHPIu6N0Z8gS2Lp/L5dw+Uwt7jPvE2Ttdrt6enpqS7pe3sMGsFRBW5Y3ZBUH4gyIeUR/gG3rlYMl18NZd+1Q7Zy8vZ9lXzv2lDEc635/LD5PUMH80lYyZpYyoU/y0Hyy8+I7Oxjoh33xFm8DJWfvXGdS9T4gsGOHx/CNwm7LhF/86y3tHpfrU3pLyOYdNHHw5MDO3yHHyJ39CDzwji/oYR1J3uPLDB57MkV2ip3CjJGyD8sAYIJ7vFPPdggf5gAOsMSp5hkE8R7RXIHxEnBmj3p+LW2od2TTPpmkcRybbTQIRL4thz3wnkC/d30IcITQsy3WafxhGFrNDoqwWCzaNkSe59wDAIhPCsUIpTNxLQCgxdkHAA3bdF30l9E/DKA47dtvv62qqi9fvjShYl5Vhwp/HDXCagNI/3ZqCJnnbSXDCfsZCw/GAqeUbRsIInh+/5sPW/MY0lE7GrLBqDo6P6IJxu32EGiMFPLh6Jxn7fhT8GnLyzd2OMMw1NXV1busj2tWiGqzUJNrHMc2v6QlY01QhaIbFNuJJuCzoSBy7WUYMhKEpgaull3Gn9kPp93hl4EmF3TJiC1Bn/nEvL1EUHVcosMAOio0bw1M+NuG18stPGsZ5oKGllnrA8+TBXbQYf5CGzYrnJ2dzU6Wd6bUbWRBtvlhGXIWg/ERdCX4yYAogbTfSWcwwfio/erVCmXwVHWswcllbss1dsFgBp4ABhKAVFVbNkEeGSvL2V4ewXlWHe0Ljh9eQx9nCHGi2BgfAeE59QILdJSAyiADe46fyvFY/6AJMsQYfFAwwRzP2kdBK9fWcaV/o8wjQSJBMPqXqwGZfUEe8GuWY2hnEAkNkAm3lUvrlLSwA892HHp63K4j8/z9yin7VfPhVHDJ9SHAUVW9Q/hVc8eeCu+LAmGfMJoV+TbgvUK6TDVawTPa523RtItgcRRB1XFHSaJiR5YWdDMYg5FggLFnOpHLbdC3sxE4N9ommjPQs5FFkDAgXtLkMi0TNPi1CY74U0mqjmdZwTucP8r2+Pg4o7npYSNgWjsyoU8fe3B9fd2Mey9DxTyQPwMrj2O1Ws2WGM0zrp6TcT+5Ls5l3hv8QntnZDKihCacsZUGJOfJ31lrxdjsABII2pkkeOVZdCWdKd95ySnpiL4YqJhGll14ndEh/DO4N/jo8YX58SyOK+da9f71JAZT9JuRuoFP8qYHShxI9WyV55T2gTEwD9s0nss59RxMylLS8JSeOAjo6bLnTBlCBlWWARw0wQnt59lGSQfTPQ+lhWfMEwDF+LnPY/AWecoPPFbmlYGJ53uKn9CRjA588wYQ09+85bIOpG56zozftsCZRa/eJM1MU+x26r7lKWnAODMYMPjpyb113PpmutvX2NdaZ3rXhwJHv/d7vzdDg0wQdE5khvDZWeDozASEitcMQGwjXYSPZzKq9i4nI1YXflO0Z6Pkan6EiWgCQbu6umoZMBQMkGfgBSMp/qx6/86tNEg2In73F3NwQbmFPf+uOu4S6EXBTslDF8bt4knGyG9HKMvl8l19SgK0qkMWjvZSwO3YM7thp2WabTab2Rbh7Xbbsgzc5yxKGjEbcsurQRIywLzdBoddIgOMCzl3ny7uzwyPl4qIZrngkevNLDOWTzso6G6HnuDEYMaZIcsosgcf/LZ6GyYvhdgQGlT7FH1f9E1f2AuKLQ0KbEBNb+sQxt2OnKy29d5A0U7l7e2tZUb5HMDv4MSyAYg9Pz9vha0G7tDEOmgdNS/hoX+bN84k+3NkhLlxWGsGjrTpQBRaOSOYdHIgCoA30LdMJ6ixjvqkZ2Sa39gjbLb1gLHwHbKInNgvYO9ti/jbhc3DcFgt8AGUzmjCzzys1zYBn0O79jXMkf5MX9PPy6Tcm5lVlzowF9stH9bqLJ4DIGib8k572AjvMCdwtHxa39AT5GW/37f3qDmQcjYc3hjgUx7h0hG+Q85TRxyI5vVhCrKNTIdhaOldF+oNw1APDw8zoa86Ko6P9ncaGYCEYhvk2OEY6VOn5GjH47DiprIgRIvFYrZ+i5Fzfxm5WGjtiHkehhuIGBjYIJk29IvjQNjtfOjbBhcaOK1Lu1XHHUUJ0sbxsOXfOyfsOBkvRhKeQUcromWDthxV2TnzrHlrWhjY2bijPNRyWYHsGHKOjpYyIkrwZpBlGjhyqjq+tuRUe/xtsGNQiYz776p50WXvYk6ZDcylM9/PZf3I7+jTBjWdovt3YasNXGbU7EAT2JiuBjsAAJYM08ZYJ6wP1j2MtB1n1TH7af3BjvAKDI/ddiXBTPLDdgMZTnob6GR20bS0Q3SQYeCZgC/nlUDfoLOXHcgMp/XJ97pOxQ7d91u3bcsZswM/+vLBhgaDVf1ViQwUDJBw2gBXv3Da8/W4eC6Xk91f0i7tsZ/JgJN5ONgZx7H16WW3nm0zD5J/0Mw1cw42uSezPg5mevzzfNyW7WkGuuZVz8Y5I5n0tK32mE9dHypz5In7tGkc6Ha7rcfHx2ZoYNjb21s7XPH7779/d5otDh10bcHFAHhrPdsp0+BbIFjnZf3f2/ONzHH2CLkN9cPDQ6uRckrRp+ZSOIxQk7Y1rRgjJ/W+vLy0bAbF7M4EsHaPwDqLZmOKsfe5TmkkHSFAUyJI5sU2b3iFkK5Wq1kmzUpiJ/r6+tpquaqOhsQZJC9RMgZ/7gtg4ciL+yjQ3u+PR0H4FHLkh/Y52Z259pyCFdYGwnVxjIs2kP8EIKa9aUU/mcFDFv0qDDsy989LcQG8yLzBEjRgLtAvQXvywH1mcGFHSIasBz5zuS+NHm2h636pKPS2czQotdxWzXfa7Xa79noEtln7IpLmOTtzxo2eehyMPeeSMma6WcZs+BN0Wt8NcJF9Lw16M4uBRS5NMVbb05RLxsnf5uE4js1OYtf53rLpeXNfL9AApBqcWDbICuNPfLI3AZFP7PeLrrHRLrD2C1PRefOQ+dm5U2qBrXMmGzsOHeif3dPmt3XZQB859TlhPduwWCzq8+fP7ZVb0M5AifPmekuSyA3ztNx5uQ+6OljjcqmL7Y/5bb7BH8/doMcyn8EL/zsj7We4fLp3Xh8CHE3T1NKOvKcL4Tk/P6/NZjNj+svLSzNSEAGm+/Tgh4eHZhhcwW5lQ8lQIJjuiv9cQ6bP5XJZv/qrv1q/8zu/0xSD/i4uLurx8XGmKDznyCN3A/E8ggEzARs8S5ofRYXhGHH6xXBY+HBggJ+eElJst1wu6+zsrDnZttAAACAASURBVDkt1vPtPK6vr6uq2u4ZLmjqqMMGAkXiPniD0rIjkPE5isp+UBCnxQ1+bFihlWuVrGgu0vQOQGcVDKoMGBmbwQOGwDxm3NCBYnd45+Ur/keGnGFzW3aw8BbwbnlPcGP+27BlVJjPGlhV1QxkESk7QHEqHJ6kg6I/79LzUpvrhXAO6JGdBvwjSHKw5XmnbFkGzGPX7CUNoA2Bm+u9GA9gJA8mTEBtMO+gKgMzlu7GcZyd0+IMhx1GZjXgnQGsnaFl2+OFH5nJ5bq8vJwV4PrHuuoXsBrAOZjNtqG1AyLP1QDKtq7qsNuWd7z53YW2eQAoZPj5+blWq9VsOdAgj/kvl8smj6lXyPTb21s79Jc+Un78t3ljeWDZ32UL6LtpBt24h9osL/ljXw2k8S8ObJ2VM8hmmdx+cb8/7pZzYJi1Pg5yHNgajDEvvgfQ8Rz+3rbDL3qGZ87opmxho3rXhwFHVcfBfvr0qSE6jJ6zG1Z0CE10n9EHwohxtHGz4THh7ITNuKqaKSY1AqQsV6vVDAh5bgmEvGZu40tkaYV0hGbjTbTBu+EcIXqpa7vdtjOYcFYooVE5F+PwDgcXR9rwuC+nbm3wqo5KCh9cq+RMG4rqrCE0hQZeqqQNOxgMsCNeOwhHPVwGHQAtG0EDHctN9unxGJQwVq4EeTYmBut+xrIJD9L5WG6dWfUYTEvu5VnArO9PWnJlzYP1jjG6RtBtejnXsm0jaTpiqH1AqJ+FZnaeBltpmJOmlhk7WgMxzzvBQc7JwQaXT4W33DkzZ1mwY/SyAWM273FsBrFcqeupBw6YzCPrmMdsYGh+0q+z2X7GfUBbB56uN0LXeBa65U46ZwksR56fa1idhbMceI7DcDwRHf4b5DtYYEw877H6HussY/M8HQjY/vh+dNo20RkRywPzdZkA40RXEhCnbPqzBJtVxxcC73aHM/58SnzaJeyDgbxtFuO13RzHw4qO355ge4P/RH4Wi0U7yNI+OIERc7y8vPz4maOqY1Rwf39fv/7rv16bzaZ2u10DH6RP2e6YEQ3I2ZEyimO0iDAhIBhchB5wBjEd9ZrZGI/7+/u6ublpSJ506+XlZYtabXTGcWxnBaUB8vo5SmlBA2BV1ezlpESSHrMdARGo0+dWVr/E0TsCHMHYWUNb/mZMrg/iNxEZNWCAIvjAsz6tuur4Zvr1et0iEe+acCYNoMjcGD+0hX8Z6Rq4omiAbD9LNMVSJFEYRsxgBhl11G4+GjwvFos2NzJkXtoiWEA36A+6GoyyxZWx8jlzSSPo9DJtOyOIPKSOMn4HFZYpxoYhNn0deVdVkwv+d9EqcwOc4uD8qpkEVsiMbQI2BGDOGF0DZKcIfRmHT+FFxrkcqBj8J2imDYMSR7tJY9rGpllX4THZXV52O45j2xjC7t3MWnopHjm1bNJXgkfLLjVULhq3PCUotIz4OIoEAIwzga2XQB1I0Jblys8yBwID5IbsjXet2lZCK9tBsiEGhealC5KrjrbMthBwz+ndPQBnGhow845BSiKcwYbGbABgXg4ysC+2gZZBZ2xsm5yQcOaffrBf6EyugjjYZdyZgbOeGIi5ps91aIyTMcMfZ+8sS8gKOmw9OqWDXB8GHFnwfv7zn9dicXhnGecBgVJBkz0Evlqt2s4BL0P4QEmIhjOwwXEkY8Bghhgo0T/RLBkchCGjT/rHMPs9bG9vb03QnLrE+VuA+QwBBnXjqHGoHgPKbaVj3KyrUzjKEfDTNDXje319PXMiCD6Ks91uZ/PB0cELIgYrHTR/eHioH374odHbYAZkb8X2shIG1pEBctJTeMZvA2elszF3GyghdOYzFJjx+d1GlhFHanzmNXwDTRt4b2HGmbnWygcp+mBQR8YeS74DzPrH/P1ZGhNHyKY19IUWdmS+bLzMN+biIIQx0lcGKnbEODwMqQ8d5FnuyayMnTmB0mq1au37fDLLi4MlL5l7h5fPBjNdDTJ9GWh4mfry8nJm+6Zpag6BE4MZL7bBDiJlHBngGWdwDRosB9CeOkYHc/Aud4hZVwwy6TPrBnOZ2uDL+uv7c1XBr6/gs6enp+6yjYMpPrdsQS/GafBqXeY711WO49iWmAmkobFtPPRzDRJ6SMbf4Ij7uaiRRN4A69hkB1YOTPEJTiCk3lJ7iy7Z9wJyKXFB76A5dONZdIvLmUKeN1+sY15GRC5YQiMDxLIb1+fPn+vl5aX5Jewr9LN96F0fZrcaAmaHvt/v6/Pnz1U1T427gNXGt5dKxij6Xow330M02sw0J4TMJR5HZHbSVf0lCjJgjpiMfu2wbViyyI5deXZSVnBnqmgrlZkxoizQlII8vucyGMt5GoCxyxCB9rjcJhkGo3eWKqFt7/lUGhtKnvNavJ+FljZM7j+Bgfm82+1aZggZhC8YAPdpBcwxeFzux86Nub++vs6WxaA9O1DQC74DILvWwP3kb/Mwx5qZNj7zsz2QwIWcQ3c7MNPV0SEgye1aT91vAjE7EBtonI4j6eRt0oT7LYMph9DOdPCcq+bHIiTfewAywSR6As9tAx2tJxByxtk/lpfMGHg+vizTGZBUvX+XYPLE4MGAjH7hG88nnTwG88+AD71OOtve+Dm3zTjsL7DVZButG6kvlsmqanpPEAxg8wqF23LbzpjQZmZi4bvly7ROEGH7lMEH93j81iuet9/1WNBXaOY5+Eq5tn/NbKy/T7Bse2J7mfZrHMemG9YzBwPut3d9mMyRFQeU+PLy0op9cUoUrxoN8zzLWQhkFnazCwABySJhK6qX1rgPIXh5eWmpOpw4QmywRdtElCivDzS0kCOAjpjJnDkbxVHx9Ju7Mpgblw2LQZWja36cWXOfLEXQdtabANqqjobIAAKhBPyQKvb8HUHaiJuuVfPsQ4JAKxXPpqOtOu4qynQu47bTTB557PCBNumbnW5+xUM6VwwDTph52rnBK06Gr5rXyDAuR+UPDw+zgtccP/176Zbv+c465Vos66mN1n5/fJ2FdclRG7xj7uY7fdAey9HQlOUQshYpM8wHOu73+9nLKa3j6KyDlAR91NqhB+iHdcvvy2I88N608it2rNsZtDiLYiMPbbfbbXvJ9jRNdXd3NwtkPLcsHDf/bZe8LOzsnzMNPWDNEjRyh5yQsTD4ZG5cpoX1Pcdo+YUXrjVBdxJwWj5sP6yHPGOdMnDvgSnrHLUwBhyMITOejMH9uvbGGR3mbEANT7xU79WDpL2BAeNnidnZHPsuxg8A5zd9vb291Xq9bskCMmK04aw2PDSA9uoHNINOBqvIg2WQvnwxNmzF1dVVW6Hg2axvo38H5Q6I8/oQ4CgVwjuNHP3BeHYdWCBR0MViMVvzRTicNkxm5Nk2GcFk1oplKJagquYFkygaGR4ACztMfumXfqleXl7q8+fPbVeY06lpLHs1NaYPwNHvGAKIpHGyknnbslPQpFtJo0ITZyV4Dvplmp1dHnYSi8Wxbme/39dms2nt2qD6xFloYsOQUSV92tCiFHmvlcEZQoPnjCir5tESYMN1C3a+HM/gnzT+0J+2rPzOQvGdwT7GjzV/LmQBmTFdGCP3mefO9qSx4FkDCWduecbgKYsuMW7MyUur+/38yAT02xG1nRQ6lFkI5sd8drtde0ejaY3sGfi6Fod5pdwQGNnRYA8sa8wr3zloIAxfnNWwM4TnCdpeX19rvV6/A6sGP7YTLCM6U+75Mw7bQ2QLUMd9LNfk8ilzB2wOw/E4ANfLISemrT9P0O0lcgMOnmHcplPKLO0YpHp5rBcoef4EydTrcG9mppOm6AsZYAPGnL/BEP7CmTkHMNhfbJyPaYFWXva3vlOLi/9ijAaU6JUDadfMokvooWst4cnFxcUseEUevNzqwCpLFKCJP4dP5+fnra6OejfLrAGtgTXJDPgEVqCM5dT1IcBR1Tx6ddrVlecZbfX+tpM30xyxOkKwoqQx5rICVM3P97DR9zyscHYuVubz8/NaLpdtV1im/9y3nZ0NG+N02rSqf1ijhd60RBFRZoyKQRmOlzEBmrbb4zvj7HShE89Z0cmUeAzO4LgPHBhzMV/MA182+P47L/M6o0/3lVGltyrbaDJOjFS26TEDQu0kU5YxTg4WMDbQ2tGQFd0Rk2mWwIt+M8rlc9pibH7e4zWo7/3O82TOz8/r7u5u1p/HA00NenwhL86Y+FkDB2yBQZl5ksaYNhzRW2+sa3am6Dc66nbgcy4TMBfzP3nFM+jN9fX1uyUxz9uy6n6S/7Rtp2ieOSPCODM4Qe4NYE3fLEXw5fs9fwMlf2774OyMeZ+ylzoO+DbA53OPPf2P23CwbCDn+xijlz1zfDxPnaj/972Affq1vKR+W7Ysk3xHWwaGBlyeF/rigJ92aB+ZchLDdUbJB+ux/aLparm3fbQcGix7bPbh3tlq2aE9B5a968OAIy4mRjqeM3zIWOCgcxnMyJ/J27makKTbLcy5lMOhkpmOJ61oI5TAxIJhI4qRJvNFlI/hZkzO1ljwLYyshfOSPtqBJs7EoBAYO5aFDBBZIvCSGH3ZUBmsTtM0A3W5xZ7nWXuHR6YRUYCzbL1dNNN0fMGkX6DJZXBLliVBjwF2GlQfZom8oeyMgTaJ4Gx8ALsA3Z4TZnxkkyxTCcCgEy/oRFbG8VhvdH9/P1uqsZHwsiIXMuDlUssq8+ZeGxUbMYxpj0aMh6xBVc1S9wAElgn53FEufTpqznNxMlI3GMzgit9pK7gMcqyvlivsCDLKmAD+yIcDMWhjQOu50nYad2dEHE3zN5H/crlsMuSomfEYPFu2oKmdGnLP5wZ6DphMS2fT0AsXI9t5Uzw7TVOzV8ylFwQ5I2dbatnrOWtn83uAyvYxM5jmxY/V9ORxErRvoOJlTWed0RG36eU0LoNwH4zKPKA9Y8zf2FYfweLlS7JZthvw2CUTyCS/aYPzrOCnQa3HX1WzlQiDpQxcoZcTAKYX+occmP72WTlWaOLsN/PsgXauDwOOHKkgBKBuaoY4kBBhc4SZBg/DVPW+voI+DLQMnmDa09NTM+I2IoA0HJUPa+RwRgsaqVnSus/Pz/Xw8FC3t7f1/PzcUpE2Eh6Ll5To3zvMHG0k6BmGoW2hr6qWlsSQGTSZpqSUEVaeQbC8pGSgCjC5vr5ufMrIFNo7y+TDxqqOB5R5F4wNl5cEGbeBWipNOo+ewbWTgn7eDUa7BswG0IwH0AqvPG944nmzfEHU5YJ718bgBJFtZMNybyDnaNURtIE9Dj2dHN8jG1dXV41upOgTyNjQWUehKSB5HMf68uVLO+oCngDwoTO8N8gwwPERFoAVZ2oZI/N3ca3tTJ4KnKCW4IJ7WQakT2elkAHALM/bkSewMzDKqNl6yQ9jpfbQY6YdPrNMMGbGZP4nvw1uDMydtXYdiTMvBmW57Ogx2p5YJxJEJrCrOgBu7KX1HB1i3gSCngP6Sf9sgzcAxR4ZJKV/oV+WbG1bmANLT9AVmpkvBrsuZk7+4W84aJTLYJGxAzyh+Wq1akfIeD4sm1lnoTUJCrJLFxcXzd89Pz+3U/dZ7rIPf3l5ad8zJ+jV46kDHPsBaG1bjF/we0ktk1xOQLh99OfU4Y9cH2a3WtU8jQ+zccJ8XlXvDAJRDoYznXcvI+LPEhRwZXGbjbQzIUb/GHSjcQw947TSW/j4LEGfBcVMtqHymC3w6aAQNKNq/mdu9GfH66jKNDPdvVWT7xBi09agFwF1n850Wfg9Njs+2uIe5COdS9LP80oH44jTyzrpWAFrtOeI3O2kvHicRIHL5bIV3wOS4I3pzlKmjXVvDv6dfxs82mBZD6xf/GRBNUYu2zAISzqjD/DIxtd1Fz3dRE9csO3zs3I+0N1z8OVMh783jRg3DpWjLizjdmj8z/MAEK7kAT8JAJi/syTIVAKTU3y2o4EnlhUDOtoxgEpg3ctCZH/+zDYKPgPCnLVJWQEcwm9oyHM84x/b7qSJM3C97IZp7mUs7sv5m87+3Lba8m59cRBm2XO2yaDRfIP2vaX91H3o7TpRy1GPBglg+J8Dlm2XDQSdTfRKCbyzTuRYbTvNH/OjB7BtiwwWTX/LOs87m2R+5fVhMkdV8wI9L3utVqt2gBZEzvoKnKyVBcZ72cHZkIeHh1mkUHVUqu1229K/eeCYswwQ9+npqb799tuZQ6Xoy9mk7XZbnz9/rv1+37I49MWS0t3d3SxLQr8+24Jx87xrgJxZcSQH2HPKFeHiWH0iKRuIy8vL2dKXi4yTDlXHF6fi3H2ysZ+1Ivt8jGE4ZIGurq7avc7W+GA+G//ctYfztCNL40gbLjJnXmToLD84P+RzvV63HZIYKQwIbTiixOCZvs/Pz3V7e1vDMMxejfPw8DB7txOXs0oGr8gC47cTsQFCLhwg8BlRZ1W15UvmDe+cXeD1A8w7HX2CLc7mcQRH+4BrG0MAkTOeAGFn5XiNAZ9Dm15wgTGHNovF8b1a0BJ5o00HCrlhhKCLMWeNHf1mQAd90lnDNzs97rHtc6RsvnHRhp91//DQMumlNJ4jAuf5BDTIrc9XYzzWdcaDvePAVS+FWtcMCBwMwlcHRKcymIzXS0y070CM/5EpZ9P8vkEvV2NTzAfbRI/bu0mZU8on2R42HSwWi7ay4P4sw7Th9pmDyzOqjkv0zobRJhkgB53OwO33hw00FxcXtVwum3+5vLxsr/dCb7FZztZ5tYJxOstFfwbk0MoAiWCEc41MO2QJuXYig0y+ZXO/3ze/17s+DDiy8bDC4jghno1BokwUyvdB0Nvb26qqdhYPy0akYR3VWClxtESo3v2BsjEW72rg8ELvkGA8ZFOMwDebTSvO5rJhYemt6r0T8jo8J8Hudrv2Hh7mDY0cGUBDf++I1EYDmrAGbsecRpN33WX2x1utq47nEtnh2okwF2dnHMkZZNEWNEY5oCtgJCNpR37QNzMcjt4sH87C5S4qxomRcibAyz42JBg15MkOJ5ePHx8f320bh96uPzN49NISQUhVzQ5adbQ4DMeXrQI0DbhZknDxvrOBGCNHxuiO65LIhlm/cQrb7bYt622327ZUAt8A087wAOyc1mc80MsODB03j5mzAxT0ALl0UIa+4dQ8PoMJy1zKfNqyXubDIKVqvoTqzBDj4ncvs4T8Yg95DlvHvQlM4LPHZ/004LO9dAaeeXKfM4aer+008mmbip6iuwAg04iME/NcLBYzYA/dvFxNoOj5G4AYqKBbBqO0A42hlZdMmasDeWxGZlmQRfSFeyzLyKf5zvyRTwc75qv78fEkjJm+eJ/ncrlsy8rQw3xycEo7lsP0RZYHZAaeeIc69AOYefzOFtkGGZxjXxjjqevDLKtZaX1lqs3FvRlR28nBDKNfGysvb+Ek7GhzmcvPI9DO3kB8DkHMAyAzw5LRkYEK/WQkmGDAdODH40dgLRQ2zrSJkbdxdp88Z2WmP/MpDQBjdKTTM1xeZsuojTHYCHicHpdpy2/a9njtOJylsAwRmfbApPlPO37W4MBvDIfOPouKKAbQQlE39SQer+dsQGhjY+CJHPg70xFe+DPTg7YYL4DekZxpCN16S8QeLzKZOoKTQz8BXjgYeGJ5ITv79vZWT09PbWOB6xxcV5Pjst7Qh3UPPpvGdrT8bLeHQnxnIujD4D5BkIET99oOmJendMCOCxpbx3uZx6QHsuL5JMgxoEK2mZe/N5jjSv2iDcsZ/5PBsh5bfhyceF6ej3Un+T4MwwzYQZMEkF6W8rIjV37GeHO+BgKMH9p4eYr5OwAiU8KP/RD0ML0A/+ggfO6B257d8zzQVWyV2zJQ5RTvXDpzeUT6Mq783LyyTcJ/ZAbTGf0e/9ENaIF+Wc9OXUPPIf7/voZhmCxYENNK++nTp1oul3VzczN7668PYMy5ZNEuz1Udo0UXznoZx2k5BNNneXC9vLy0wtLHx8daLpdt7Lvd4TUENtQGQYvFotbr9bvUsedh48TvXFvnfg7MZE2agrjdbjc7C+n6+rqN1xGJjRYRQEa49Elak3lYiLnIOODUbAS9PEBBMlEi3+PonOFI52C5wZDZ2Q7DMCvKMy3tPHx/Ro2ZXbKBdaqe7zxWK2+CHS8PoNA3NzfNCJjfdtxVx6XLDBZMrwSiGDVnRTDMZDqdHTFwNx+hMb8ZH0AMsEI/pqMBFP3jZF1ga+fBUhwbGXiOOTvjhTxRx2Vnh164CNygjgJPeMNYAADM18CBtp1dgu7WJ8usdRY94B4v4XtZzc7TSzteAvcRDxnMJXCxY0Am/L45L2FjR8ngrdfr2S4o5spcqJdDjuGT5+kMHQ7UJRO0jRNO3RmGY0E6mRvmtVqtZjuBkYdpmtpONtsS85G2kCvvwDWAcqDB+KzLtA+//Ln1GF3ATvE/r2vyCgA8gm9kpG0DuVgmI5BYLBZ1f3/fVk7o2/aY5WvP2ZdXCvAZHMA4DIfsLXYE2njFwRkrgLjfCZfZOV/INfMnW1VVzT5ALy81Pj8/z5bBoUvVcXXn7e3tv0zT9Meyzw+zrJaRT0ZJdgRs1yRFilA5MuN/jCTMp47DRttrldSZ8CyGl+8YqyPgqmOEyfcYLNZjESgLC0sEjiTGcZy9B80GBOPpaARlwvhgmHa7XT0+Ps4cEu3c3d3Vfn94F91+v287D0x3LyEizKB3GzaMiFPD5gNzzGjZxt+giuURgKsVxm2k02Z+nkPVEaBguPjMGUR+OwNikOfv4LnX021koIG3Pxu0JR3gH/340LWq44szfSCfix7NH+QWGUDGoTHLCBkZG8h4fK6ZoU9n4gyM0mE4ojZYdJbVMsR4mYuDiC9fvsx0xil//0YusCF2NtDU71az02ZJhOefn59nu9K4zw7eqXzoYOCTmQjLHf8zR8uKMwnIicG9ZSntkOfGM15OtTNnjNavzLo5cHKbODd46AzDNB1Pwkd36MfZWOQTW85Lxl1nyIX9cxYYe2Z6+cXE7K6yPIzjOKuf3O+Ph0Nib/b7fTuLy36AcbhGygDUfgJbRE2LA2P7KOsCuupgknpGB4zDMMzeBGEgY3DnY3CcbUP2CJZpG1ttGaUGcrFYtOCBncTYgvV6PaOFgSB+236Pebsv6N+zj5llhEeua0NWzBuSKl7CJRjj/8vLy3beWl4fZlmt6v3OKiPsrNHg6jlDR3Mcu++0IgoMKMo0ubMPtFk1L9RkTI6+He2g7KvVqo0bBvOiSAu1nYadPHNzxsogK1O+zhq4XaNxhMURODRirBmteX3bEbGFlsuOjIg8M27wlv4TOJgGp+Sjxx/TzLLCuK34ft7GP8E5vLbc0Z8dGOM2OE95TmPmjBoygZw5w4PTog/a4HkvaY7j/L1uZEwA12x5t1NxJgZeIGfU//isIWQP/fI5PpZhGzPGbjn1/T651zvAiPwT1KT8EaE/PT3NNgC8vr42p2LnTj2EHZ/nzuUsEn1jMzKjYblgrpbPntzCYwOJtAPWNwdECbysJzzvwmV+HCig6/DDgMMZH75jLgY5tG9Z6gVECRAS1Jk31g1ss/82/Zw9M50N8izPveUybL8/Y7kW3fSOrVzusz2wP7FthOZJG9PS38EbAP6nT58aaIcGWUfnIMr67eCOvx2EQWvbAvol40pwDq0dLNCP/Qq08d/M2aDFz/hIjszKmV7Q2YFD2lu/1gT+Y0vRkVPXh8kcVfXXj6vmxM3oPAGL77FCGyx4GQOh4Hl2Cdzd3c1Sf+7X4MpZhWma2nKT14hvbm7q4eFhVkzq+g3a3O/3bTs3AmlBYE5+CzKKasHPLAdC4OMEhuF4MF3WpSCoADycoA10PpMK33NkREJ2ohh6AzNni5iDI0kDnwRMVqY05gaclin6qapZ9JKpZUfKCVx9Jb88V1LW0MFRJ9ETc7VBtHED1HPYpI2aZcHLXugRh+4hQ3ZOjvhSJ8hoEbV6GZT7fG5YD2Bal5F3H6hKFtXpe+YFyGFO5jf9IdfOclYdd5eRDaItnrGMOHDw8hvA1E7ZTtoGOkE1c0AuLJ/on+WRpSAXx9v+IK84QniQYAkZNC8AHdDY2fGUmQTOZCfzaA2Aueni3ao4NtsyLnTC+uxMHs8zFmeCGCvjpm9k237ANpFDC6uqZZASqKKT3gxEJhJ58nI9AIUM/DQddmbe39+/C9r8Nz8+Z8uO/+3t+E6zXCajLWecDKqt87e3t80foWfetcVKAcGTsy/r9boBSvyYVwrYSW5gZjs7TcfDghm3gRbZKZdpuC7T54iZZlx85+/Rg8Vi0ZbdGIvfEdpbkuT6EODITpDLSJq/X15e2pZev+TURg7hQmExeAgohr6qZqezbjaburq6mn1GPREEdzbFdQcJKnAgOMD7+/vm4Pb7fatD8kmuGE+yLHbCKDVrz9yPITcAMr34Pk8E9yGD3OsohP453MtZCRtiZ5No147aa73OzGBoDV69hPj09DQDEK47AJSiiNRcYIANIhgf2/F9tg4KR41HL7qDthm1o4S9zAD3Ic8Gho7goA1z43lHgcgfjh65Zc4GPnZSZHqQU0d76Izpbh2y7vA5oAKDwnMcKpcOiLnY4XOfDRJpdVL2rh/07iOCBC50D14ksIM/ZJIAROl0GauDBQNwz9fL68gMzwCeHEUbpBi0JVi13Bp4VtXM+Rv8ePmG5WeD5J6O2SbYbln20RWyUt5BmcEE9uTt7W0GRgw0bYMzo8MFuENHnMUzDa2zljFAkfXMOwihEaDO7+TiN3TxrkzTDRAMTaEH/WDbbQsYO/VPth/5d2bg0C/bf2idPMMPMl8HFDzLUqOBFLTKIAZZ5H6DdwIzeIre2Y5AD+bBeLxl3/6OdskaY/8MtpEPaO9lS/tC7jGAQiZta1erVUsM9GSS60OAo6p5WtrZADPOBsIGyRPkbzsmp+1IucMAgALFvxbKXqRjZM9YYRbArepgcJ+fn1vGBcXDmMFYR8L8+M3CTvEm6IFmdtTeQuy5W5icDnbmhzasQwXVVAAAIABJREFUnN6N4iydo1S3Yf7ZSTkb4MuOhEwVb2DnGfPB/Zpmmb0ycHHEzWeu2+F+R6P5LHQwADMo5z47h/ztyAojk2DWepAAjTm5JsOOjWdId0NTj497iOacvbRBsrG2IUO26cd9+/LznksuQ/NjWiB3BhtksoiebRSdKufy0hDgJkGfaeKgIGnv4MDOFDra1njujuQt96kndkLIpsGEedsDNunMs88ef2jPIMQ0dOYQQIVO2l44I2b9s91JwMy9RPuM0cEtPERmUs+tNwZrtp/oCZdtjf3K6+trA3k4YK58ns8MrEzP7XbbgkRncQ0cfb8DKrfVG3sG4OaTz2IyjTPQTnkyXQh8nQQwnSx7ACjacIBl4Ecb3rCALBn0EMCaBm6L6xT4ph9478wWn6FbzpZhw3rXhwFHaQCqqkX//F1V7TUcVcddFn6eNqywpPAAMJvNpjlvQJZ3VqUgIzQImguzObPIBpRol2UG2qPgEEFarVbNQJCuTCDlNXBABrvQTCucXdUxA0HWy9kD09JZI6IbIganyh3poDj7/b5FmXYkroVgbETa7jOBCN/t9/uWBqUv95kGhQPH7DhclEeqODOLBgM+fwVa2yAwXmTARrvqeFgiqXb45iwWv/kOkMw4fDha0tkRJnLAWDHmBsymC7U2CcTgnR0ftKYdz9HLTVkobwPqMdigpgPmYFHmkEDYtVTISabYDfjJuGC0V6tVDcMw251zaukJ2c9MFzbErwgx8DAYgjapN+4rl3xNI+jv562fCUDgG/JIRiDH5kxLBk3WR+aPLhgkOJhibCzHGaQh49yHnE7TMVsNHZEnxmXgbUfNBV2Yn8GJnaCzGAZjyBLtUpSdBcjOxFqn/Znvg2YupE/Qx28Hwu7HsoAMkumCT8iwA3sDJcAGqwvsZqUP23wCAfQOGwjvx/F4dl8GfdCLbJDHj22wXKe9N1iBVyzTObDHz/rZXqbVsuzd51WHXWzjOLZMu+Ud34je9K4PAY6soBamcRxnrwaoqpbhMQCw8No42DC9vr7WarVqKTWIul6vm5Kwtd3G1mvVCBX1QgkeUIyq98XaPnjSDg/EjCC4eLzq6JQcySG8afgs8CwhVNVsGa3nxIzq2eHh6J1oyA4U5ayqmdLbmLOE6awH3zkVj9OBPvTLD99jsE3zzIg58iGr4KJ7R2PUdUEbGyMuaMWuGkdDOGzk1AXVNkiWCe/cw8jkMQXu1+/wM/2ZF/NwPVsWtPKZMyvsdhnHw64Wz8vZA4yYnTP6hg44mucey5eDBuTN2TCfhu4XuZpPuesE2YAmzmrYJtjx2VnymQ8/9dIA32cdVgZxroFxQGA6eBkns2+uKzL4s4w5IoeG3A/gtsN0cOcMmmXLAJ82mK/lFtoaHDszAQ1zzNZtbCN9eA4EruaHD15MwGXQwHPIP3yAZmSCAFbOqgAgAG6ckI4TziyPM7WMzRk776BkvGwlR75cO8iKAuNKvfUhpqaZAx3X7Fg/sRG/+7u/W7/yK78y42suDyYYdxCawM3yCo3s46pqVmvLZdlzBp5aKgO9xWIxO1KCfquOhw8bmHve0IiLFQhAEMmWp6enWQ3UqetD7FZDAUwgCwETt9BSC+PJOTI0oqyabwHGUXCEPQS18ct20inTnpctGIMje0CFHQmK7DqGFLY0+vSFA+F/FNaF5VaE3B6ZwuT0OwaXv21I/LeNlemVqJ/5OwohwnFUaSOIMcNxuu+MsKy0eTnCTwdJW86AMGY7XJ+TZeCUDpJxOy3MmB05pQI7MsusGN97Po6i6Nd6kp8x1l5mJsGlgZSjX48vdTXpT5u9K+dieUYXHOUbrDlyZe7uF13jJ/XN//cADHTw556z9dtzNDBH1lJeHaiZ30kTP0dbBvKmHXOwfJtW/O3f7of5WRaSV34u6Yb9c/YpZc4y5EDSgWHqiufVe8bjTQfuXYeM3+/qSx3JTFwvaLR++7f9kMdlWlgmTJPMtKXuZLspl5ZXdorSx35/OPbi/v6+neHjDGMCHQetVfMd02mjmL93+vl+08F+vGcT0rdngIjsGxgS7NsuWN5O+SvaRm4AZRxzk/rh68NkjlyJP45jrVarWXqvqurLly+zZ2A6NTwucvaOBIjCwYhXV1f19vbWdhNUHRE/qN1biWGYi8AfHx9rmqaGlNP52QA4ysAJEA3jgGHW2dlZ3d7eNmbe3d21JRAYud/v22nALkAzsMDBV70/J8UCzZiogWHJ0dkUR1NZI8VlWtuZ0QfbTx0NOT3KbwTZEXsqso2XjZHrgTwuR8O07+UZj4vMINELGcTtdtveTeQokbGTfjcgd1SciuhXipAx6Dl9jLtp6SjUBpKxOJtBoSnRE3T3chznH0Fzv6rD42VcNmS99xIlYE2DPAzDu5qrp6enpk+WIcsSUaWzitCIewkKMNDMzdk7y1LPUTO+BDMOACyDtGkgZ2drIGO9IRDxPJEjNiNkIGCHC4iA3z1ni1OzHhlkeGnXS1epawYGCfw9BwMAzz8zcrRtfTEo2u/3LYhyxsa2lkL0LHiG9zhUj4PvDWq9PPX4+DgDZn6Ouh78DbxABrArPMtrbLwCgR0FAFhvc5WCv7kyQw8NvQTP+KD3d999NwNmprkBGPqVNgi+MDdAkYvjXXuYsuJg2wGC78MG0hcbmLBf2N/9fj8rKDfQ5LxDnkM+q6pli+CFfYDlL68PAY4Qehs4164wISaf6VGyOOM4tt1mKUAoiCNQ/zZDERAMdZ7nYIODk+kBAq8rY8D438rFb7IqVlZHSb4y8rExslK7XsBK4AyGjYvH6KgXxXSVP7Syscnoy4aYMTpNn6jfSgLY85zch//PuTM2AxloCu+4B7BgRXfUwxxOLX8ZoCI3TnU7ou2tcXtsVmwbT5YcDVh3u12LEDM6JrtYVbND7xi3/076+f2BmdUyEDC980oDy2dJv578Vr1/JQbf2xAbXKWcQEuWGy2Dme21gzdtEtB6WcJyls+n7fFz2T5teMyZMa2aH55oG9XTC9PdDil5QN8GOZklTIeWmR/fC43sdH2fZdq8xxblcq5lFOBofiTAsa3MoAseePymeYLABFDITYJj5pLBr2WaQMNZUtOAeQGsPG/8Hf7QY02QDGhJOw6NaRPdziDB/IMWpq3bZU6nZMOyzsqHv7MsmFbOEpmujJH7nf3DtuFXCBAzYZE1cr/o+hDgyIpFJMSL5kiL2cF4iQwwVHWsRwIoJYKEYRDJJ1HbyCJgBhZsByWC4DUPTlcyBwsKwsXn7MayE0PQvv322/ZZVdXDw0MTKiIoC3GCJiuMiwSrjrujiFwMmJg7bTjS5LdBAMW0+/1+tv2ViAdlZgu1FckGzDUw9PPw8NCAkRUqIxLz186Cy9/RnzMPvIyW+SAfPrGcSHGaprbenVH8arWqqqr7+/umsLTp+iNHqJZj5DDlFfqQmeFN2MgQSk/GlXHYEfvQRssPy0yPj49tDI4CAcDX19eNDowL3UsH2tNnaGoAlPfhFHySd+pQ1fGt885eMiZn/FwblwaQe3Mclpl0sAYAPOv5Z3uZhUknbMeT/LL+ejnEDrPnYJKmDoKYgzOTdoAeXy5r++BN04R+8nno4NfAsKOJ8ToT0gOfrn1iTMwJOTGIQs6RY3SiqmZygj3x5ol0zuM4tlo809+1TaarASs/3kDE/2Q+vDOKcaeMD8PQXu9EkOUsTWYbE+SgI/ztK/nv8gaDZ9c8OWsH73p1gfZ/0DuDUeQI/2rf6GX9T58+tY0k6NRudzjapXcWE7RBvnwUD/SgX9stVoBOXR8CHNnhsMuESB2h8gFzCToohrUBcDqWts/Pz+vl5aW97dyvB3BRoYvOYByKhYOdpnk2KCNNp09Z1uHvX/7lX65hGOrp6al+//d/fyZAi8VhNxrFv8yhal4Eylz5HmHFiXhH3WKxaKBjmqb2Lhw+A2ljMPkbIUbZWFaapmm2A4B+MrrKIk8MDY7MaV6ifI/54uKiLXsi+GnU7SCs4CifASJ8dfrbgJNnMVrfffddM1QZAfHsZrOZGSd4lO0iE2QybMydscD5Wy+qqu1+HMexZXY2m03j/3q9ruvr65ZS90FvtGUDulgsZoe7oVdEX9M01f39fQ3DMHt9QJ5tZGdvEOTfpm3PsSNjvYic+zBwNtbQ0TJTdTTeWWuQ2WGuHCN6yOeO1v2/27GzMD3pmzazP++E9dy89JmBjB2Rlwld8OsxJchwMOh2kU/TyTSxHJk/jJ3/GTPP+ciIXqCD3fARFB4jRdgO1izLPSc8TdMs8AT4+R6cKEAJmlcds71+rxkBhcEt9thgCjAzDMdAlzPjoJvrGq17tl0sNTNnt08bDn4yWE9wDX/MB39n2+pdi8vlsl5fX5vdwTcYKNM29OaVVNDcZ1nZ3jF2y4XPc2KOlKCACQBv9J9+BVqgF7xjzfPGzp26flJB9jAMf3MYhv8xDMN/H4bhnw/DcDkMwx8ehuE/D8Pwm8Mw/MthGM6/3nvx9f/f/Pr9H/pF7dvQUIuDcsGovB+wYYTLd71oxgqU9Tve6WBlhZGgWi810He++NOGASPquhPvesL5ILAIgD8zAk90jsPOM3von2U65m0a2anQH/d7HHwHSPS8quYnFKOojjgZNwbUB8vZ2Xh8POutnfTlOphT0YvlwHzmcyKG19fXFtnaEdiQGyDamNiopLH2PeYTis+9no9lEl4Y7KEb1M5RG4E8k211to1nHXm/vLw0ecbweFnPxhjam4bOqHAluMzPfNmgJUDpZXqyvXE87ILMozeQdwBGL5r2cnzKTIK6U+OGtx5bft9rK4Eic4H+BjoJYmzTaMu2KIHHKfoblPI8vw3EUn6tOwksPb60UbYjmd1l7Ml/2uplJpOGfO4gNXnkoLqqmnN1WYFlHV1P0GCw7DF4iZbxQVfLoHnmv6GFC5y9hJi0d8YIm+DVjqRN6jX+zpl85uFg1XrqXbjWI57F/7jExHQ136Ej/MCnTNMx65Z0w18BdBzIQxfXaKUf+EW26NT1CzNHwzD8WlX9jar6o9M0PQ3D8K+q6i9X1Z+rqr8/TdO/GIbhH1XVX6uqf/j19w/TNP2RYRj+clX93ar6S7+oHy+jkepCyDKyrjq+5sNO3O9Penx8rJubm5ljqZqvDeOs6QMBtdLu9/u2BINQbjabxgiySRgymEQ0AhMQIJ71yxEpvmTphu30V1dXbTmM9qkzMXDkXCD6qjoCSAzHarVqoMAF3gZXCL4/t1LxYwBLlEQhqYtDbRBB83zH2TEYa0djLNk57X12dnzTtyPXdG782GG4FoS+XFRI+hVjakPhrd7ID3IDXejbToc6LmQEWYB/rrsyDTBMNoo2Yqn4BAdkRe0AAaQY6ru7u7Y89/j4WKvVqjabTV1fX9eXL1/eHT6Y0TS8zYyDoz7zzI7Glw13ZgCggdtgrnYIjIvnLJ89oGWAbkfofq07jPMU2MAW5TP0awBtXrotB0FZ78R4iHrRfYMKOyJnSKxzgIDMGkIDsu6m3TAMLXsNfRJ0GvBwOevJmMg8PD4+zpZGe9kpgkfsGuDddiRBZwIG9IpsDnN10GA5MB09T8uv/3YAl8HCfj8vM/jy5UsD7IyRoMTHyZCdYiyMAVp68wJj8at2uNcrFZZ709c6aN12FhaZwh/QToLTtM88R9KAOWFnsYu2GwZGDl68iuOgAT9GNnIcD5u3Hh8fG68IAhmTEwE/Flzn9VOX1c6qajkMw1tVrarqd6rqT1XVX/n6/T+tqr9dB3D057/+XVX1b6rqHwzDMEwZNsUFoFkul43YEIeshYn56dOnBiK222398MMPM8EmLZiGGCNuZ4ZAcvmMCQQA58+yCMKdQIFMEssPTndX1UyojbTPzs5m5z7YoJEVqHp/gCM04r48/yhByTgel7uYp+dKJoW1fYw2RsfLG1zQ3TsJ6KuqZnP06d8IMEYVY351ddXqsmyI4R0ALg20ARIKmc7ZCg74ccTnSIrf8Ap6GtSZFhhgH7MwDIflS4CF5RrnRD/jOM5e1+Lo0ZFaGkrmx640aELdE23CQ5ZEHx4e2nxspNjhRV9kq7jMW/5Po+blx+QPetF73vPqZS+g0zAMbUzIA/0zZqfh0XGfieb+LUseM5fHZ1nwxbiyuP9URE59jAEPn3mDih0ncoB8GkD6PsZsUOSxUEbQO6KCQA3bAX8y6scOJ3A1b50RdsGxAaMzIegDS/gOrLAzVfNXVNCPM4TYZvyJg7/dbtdeCJ5Zid5rNu7v7+v8/LyWy+XskFyCWujIcg99sJTG8h01M/g37iFQJAtl+lbV7F1gDhoc1AOk0YsE2QkMElgnYHQGHHtnH+qf/f5Qe4m++egM+iKrfX5+PlvO930OipxkcHaUjLmX6aj3rKrmo53MgKamxamgZ6bPJ7/5ek3T9FtV9feq6md1AEV3VfVfqurLNE1Q+/9W1a99/fvXqur/fH12+/X+P/AT+mmT4/As1ly9GwjloA7J2ZiMBNNgG3TAdKf1QKIQ0dGfly84DgAjRkQEgsfpOYWK0pOl8JKIC/Ngts+psJHDIJnBdqYGiOlciARNb+qpMlozqGBsACYMkxWS/vk+HQf9+YgER312YF4bdiYlnauBUS+T5L7ttEzXdKoJOiwzmY42H73M4Ygua4gYTy6buUYsAajpkM6yJ9cJXHgmo2DG5KL/qvkSH9+bJtaPBGiep8fQc+A2sJYHj43fPlLCMulsL7Ll4CP7NDj5sStBUhrVvMe0MKioer+zFBnhN3Jv+vo7+Gc+2ybYmXq5iM8Yi0GQ6WlbZP3BBtguGux4KY5x2QkZqNBmj++mDfzP+ac8ZZYSG+Hzs/jMASf88LxdlpAZEGdlzCdnmmz3qmpmDwx4DFD529lP88H+xIEbzh+6M0aeZ4yWTa8gWE/TVlpHLVvmDTzGHu/3+3b0B3NPfcD3ULfEhRz5d/Kmp5PQLWUae5B+zzaVzyxzp66fsqz2bR2yQX+4qr5U1b+uqj/7i577Ce3+9ar66/zvqN3EcXTtEy9Jnd3d3c2crQ1PnnFRdRQAdraBainO5p4euGAng8FCVbWIgcgdVEuEhoEahqG++eabhrB//vOf19nZWQNaGFXmS7FvOm2fw5MRJIaDPlFqn/7tzA3PQiuKb+mXiIB1bc6IIiVLypwTZq2c3OOoJA0i3+WykEFR1TEyzEyiDY0jdJ9EbUWGZjhTjJCVO9fDGYcjef62ceM+/6YdGzwiLcaLAUqDYsC+2+3enWdjQGujh5FwhEuR5DRNs5Q0MuFlRm+X9zyYA8/kkg1XZrmsd54j//t7Ay10k4xjVc0i9HEcW7DhLCi7/B4fH2dgEbtyajksgWWCI+73vbkcxph9vk0vOnX2CZvBsjQ7lZB35pPgFF3ggqceP78ZLzJrWjtgyHIA30fbXoJJfnvJyLpuZ+ssMfLG2EwD6Gjawj+/x9L0dzaEk9Kdodjv9y0Az0yezyXL84rOzs5an84Qmn4OMGxTyWJi3ww4TWdoZP300paDXmfgeZ1U1hF5KdSrB/aT0IGA1sAe/2FdcPbI9hRbCU82m02T/aenp3e1RQaslqXeOBPQMS8XwpMpAjCen5+3pIkBdNI7gbevn7Ks9meq6n9P0/R7Xxv+t1X1J6vqm2EYzqZDdujXq+q3vt7/W1X1B6vq/w7DcFZVn6vqu2x0mqZ/XFX/uKpqHMfJ5xrYCDtCBHQYxTPZXj1Bbme3YXHbw3BIRQJ+qo6Fdi5oRpB4Z0sKT1U1xX54eGhzeX19bc9QL+R18tfX19psNm2LIgCIvxFuI3gbbsZrQOjDsEiRX15etnGlUPAMYBQjj8M0WHXExbOZMmeM0IeIx/zkfsAOFwbcIMEKaEdqOeFvL+n4RaWWDTJ29Mf4vK3c4Jr7oDW0sgLb8VvO+B+QCUBBzjG8aSz5231YyZkPsg/NqUEz7fjfxhpD5ho25GSaplb7Z1BhENVbtkxQhAzwv52OQbj5Cq/RH2Qk547z5Mpll8xapLOGZ7QJnUx3Z6DQw8ziQTf0w8vP9I3M28GlvHhnDo7a9ITXNu7+HHm07jBGgwNndxgzdS127tZP040MKjzJTK8DXeiF/URmDHgSoFkuXGjrLKyDI2fe+cxlGH49jQNHlpjdvzMX2BsHTr7Hu8b4G/Bl+TdAcTAA3zx2gH9mbnIMzhA6yHUG27LP2BiT9cHZY/ryPczF+mjbgF3naBDPz3LkgI6xwteeXzdPGI8zbj7glXt90GNm1Rivs5OW+bx+ym61n1XVnxiGYTUcqPSnq+p/VtV/qqq/8PWev1pV/+7r3//+6//19fv/ONkqnbhsbEwcG5hc+uBydMu9+bwVke+cdrcBtMHyOrVTzyiO175xet6RRF9kW1AsIiQKZKmhYo78zXg8Z48V5eJvZwRsDAE7LqpNOjkTwNxB+TamGenwjJc/bRS8Lg69Qf4ovc/XoT/G7fnYCJuXVTUDa54Tl5dsiJZQTsARipRzS2CakSpjchbLcgxvDCCdbeq1bd7zeToV86IHTOAZbfu+qqPB4z4iu14WJQFfTwZ6YMR88tjcru+1M7ZR5RkyAZxp5MyA+WJHan3MwML0zfHZuKf9QP+hlyN15AsaW28SBNuR5JKFMwfOivi5pFHKgh1vZiKcBTllKy3/9Gtnk894Hnbq6QZSTqtqBhbgnfUF+5C0M5DryZLbzN1Onlf2z9iZp/WFe71TDL/igmvm5XnCC9656b7zsq6ljvl3z9GnPqbtsC6nPeXv1B1n7CxbzoxnO3lZtnN+Hsc0Hepf/b41yz90Y5z4EW/dR0cJCC0vudPR1y/MHE3T9J+HYfg3VfVfq2pbVf+tDhmf/1BV/2IYhr/z9bN/8vWRf1JV/2wYht+squ/rsLPtR68eMPIZFEyAyB7CaIxNMDAWRA9El45QHx4earc7HARIgfRudyhQJYUKQzA2RCBZKObzFkCsXmd2jQ2ZJyIL1moBQ2yzRvkt6CiaHRmCSUTGsomNpEER406DQT+uOUIoKTokK+W1fKIGlsS8vZx5YYh7ES9zwMHRHjygr1w67AEHLp/bgwHKzE7V8SWGi8Wi8YNlQmez4DfjT5DuZT5nFexwMa7OaNGOU97Q2UvHTq+jK1n3QD8AWZagfFaJAaQjMWcceNYZQuuXawMcHDDW1Ecut59BA3Nw9MyPgbWzCcy/B9rHcZzpkfuxk7dTMBi1Q/fyj+8x6PQ4APzcb33jPmdtzftcEnHW2vTMbJsP5LOz6Mk8z9gebrfbVlLQs60G/NY9AzyDu2E4noHjpUNH6T57y+CB+UEr17vYdiDHjIUdUMzDqwjwg7FyIcOZBfZ3jJ3s/35/PBAVfSYLS6Z+sTjUwJqfqa/wKIFBAizbPi/j90BH2g5nFe07mBP3pI4gE/m8a0IZn0EdczUd6cv0tww9Pz83PprWBmTQPgNNygXQISctnJyA5g46HASdyhpV/cTdatM0/a2q+lvx8f+qqj/eufe5qv7iT2nXFzvAHHFYqKrmqWULlRUU5b+4uKj1ej2LBGwQvJsNwbPjx9nxZmecJ/3nktp2ezil2NkKGDYMQ9uZBSMNDFgfZd6kSR1VGEDSX0aijgqvrq6ageFzK1ZGuNDBNBmGoe7u7mocx9nJtL6M9tO5mBY4uaurq0Zf6M6yI6laxoEjYAcVtHbEmVFTRu9EcSi2o3KUKDOIGQF9levWF8/Z4FlGM+PnZS0uwD/LDTxrh2hQ4Darjk4S8G2DY6CCA7X840hsaGyYqW8h4qKuxw6aeUFLG2wbwYxKe4ArI2D+tm57RxG6AC+wFa7Jos6KnTt2zjb6adwZD/NHv7xM48jWjgSZ4YgE5mq9oY1c6kUmkBWcrZ0D9PHSBXJlMGF9YwxerjGIB1y4/czKpjMGDDszBr2wceb/brdrkb/13gGxA4rMoBgUcxnAMEbm4fugg4Nk5ghwcvYAuUC/CCypqeR/B2Dwk91pbsdgiLE6k+v5OWhxoErgY5ti0GF+VR39JIGLg0nL235/OGiSuVJLhr1E/hgfiYQErPm/f2OHe88YSKf/SL9vu4oM+7iAtC8+qRx6m1b03QOaXB/ihOyquRIaqQIsMtJzjYoFwIqRUZj7QWBtgFNYMxtg44gSPzw8tG2hzhzBWI8P522AVFXtbB3mjTH1yy/tuK0MNmoGlVXH03dNB0eSRNdeS/d4ab9X+GhnaVozDoMH1345NWpFND/53iDJl2UhlT/HCk0S7GQWwOdVYfRsgKyszJHPE0Q5c+Y28h7acdueV2ah+JwfZIhn2RGS2Y8EKwnYzDucsh2XI17mZIfs+Zu+5oGfNd88r+St28n7/Rky76WLfI62MuPhAMdzM2/Nd2jWa8vPOAvhLLLHljR1TV1ma/i854RSB5yJSxn0vaYx88xNCAazppP54CydQVovS8hlO5DZLUf5vt8660yuZTp5SN+MkX6d/Uz6elyAnqqq9XrdMnUZKFpXMiBwIOD7zUt/7t9cZIPp20DMNtrzAcykTNE2YA+6UaeX48HvOJDyj+eZdsw86M07aQTvHcinrPSyWrZJzuR6XIw3M1unrg8BjnqRt5EdzqvqdOqXz1jHtZDudrsWlbFkA7OdYrSS2OiTvYBhTq3yOhKnZ2GcFTGVmSU6zqLZ7/d1e3vbMikYM9d/EKXiXC1gNqwI8cPDw7ui1Fx64zsiIRt21wQ5bWkDlQaey44HcNSLsplLrts7sqZ42XPEGDiFapmwY7NCZYqXCJgMDJEtCmWAlXVp/tsgwNkoFJb7ycY8Pz/PMjQ2DF4yzcyhgZVlbbvdtswbzy4Wi5ZByQjOr1ZA51giYPx8fnt722SpB2gyMuwZP4+d+bH8ZRDIM14aSWdsHkNv9IsxAhKZD897ib5noAko+EkQQZ/Mx8s2Gek6c4ksECzYrjE+H6ngKDkdUAaAKau2W9zjIMXBm52ps5PRGzdPAAAgAElEQVQJohxIOQCzDUCuEkBzH07cPKVf2+Behtq8SpBtYGe7D03gA+3f3Nw0O0hAy9y9SYK2kVMuNsv4PYxkbX1kC/NEBizT5hU0cLCOLicAIRDfbrd1fX3d+OzDW73z2voHbcgEu73X19f67rvv3gUvzkB6ZQddcOKA5+gvP+sB16r5Vn7bScot0G0AInMig8Rv+13baJfHMLYfkzWuDwGOYE7V/PwZBm8h7j1rRGzCX15etndS3d7eVlW1d3WZwG7L32Fs+RvBdzrXBtQGOd895nkwR7YcYtyphaI/G5KqmqXFTSP6BwDyHQeprdfrd5EXaVeAmI0mdCCLxT3eLZg8QFG8NOf0KG37twEqUYsBUFXNnqk6pskBT6YDY8Z40zf8AhAY8GAAWLbzW+5xBr2shKMWLwUbSOHsXOyKc6bGzON2tJQG1HzxMiFAI3fCODr0XMjWwbNcgrBj5bRfdoUABmgLo4y89gBSypRrcOxcmKuXlQxSLL/WeS9hW7YNxjIT5MDCy4bcm2MxSLG8I4t2zLZbdtb0DbB3IMZ33lkJ6LdzpX0uBwoJeDJQcEBiWbROoIc84yCBz8ikLBaLVjPiJSIDR5Y6oSP09e4qaOTgDHoim+w8sjOGL56f9cwvv10sFu0UeHwNQA0glMsvtne0R0B7dnZWj4+PzcazVR0bY/pCG8pGuAx6LTO2iZmlgQ8EU643AwCg2wYV0Ih3I7qc4Pb2dqY3KV9nZ2e1Wq1alimDo+SJZdDZSubKTsyUT7/824Gx9dHBm32Fdcy03e8PS9zL5bIWi0V7b6vpQY1Y7/pJ71b7/3EZmNgQ8ZmNni8zs6fIVfPXINggOSLPK9tNY/b6+vruUEWUBABE33YWNqzOWNCG6WBGOhK18/O9IO2syqdoPI2n6YXC+MfRuI07z3MfEYWdVtU8cjMNHC26byto72/P37Sqer8jyBGw74VG/AB4OUU6DS79eqnMwITP0+lioOwkXMNi/no7On2aPnZ2NpjwCFm3TPi5XEJz3/kM9+x2x5O1nXr3T4++zD1/8wzBioOOBJ0ZibpvPkvAg8F1cAA/LPfJW7eb93g+Blw9EOjnzUPrStI+20FWnI01rQ1cnVFMGltWLC/YVsYGnbz07rnnWPntQK83fy+L5bIcV89xJgD2nPL+qrkeZUBt2bD8GHSkXsNjv8oCpw1PGBs2CxAHrQFA9ikO2CxDKX8J/PPC77BS4XnSFp8lT9FngzeA3ePj42xFJnUSf2bwyRx7IK9nw902V9Yf+tgc6gWhr2U7/Y9lHlswDEPbCV5Vs6AO28+ZfqeuD5M5shEz4uVvmEC0w3N52TBRyMtS2/n5eX3+/Lm+++67puS5gygN+9nZWd3c3MwYjlAxJgR+t9u1s5Iyu8ShhNzLkfFErYCZi4uLlgGiuJYMk2t00sHBZI7L53RxO4yqQ6E2O7UAUs46ELUwBzJtKKPTkAAnLkddzAFekHJ29snRfu6GQPGYt9fD01FkGjVliQvloC0UhhQ7yw7ca6DtOdvpMhcvAVmpKXL0KbwvLy8talksFu29gs4kQX8bFAwYGcT9fj/LhHqudhY2JJ6LM2fIg8Gxi2cxXsvlsjkcL9cZRGdKPUGEAQzj6NHZQJTv7TTdHzwhYmbcLIfDDxtRfuBR6jP0sFyZblzQl6wKS/d85/G7xo82NpvNzLEBXBivx5zONcdsugOaoQN0cS0KkbgBlS94w/yqDofxIgOei3ns0gh45XpKy4azsD3nPI7HJUEvf3m8dtK0d39/P9v8Yp0iIPFuKcuAs+UGkNYHXr/DRXZimqa2mWYYjlmj5Ffqw4/pqWlMOYaX4jIrblnfbre12WyanfPlJbYE76YLNox7DJAZF32m/14sFnV1ddU23dgvMR7qa7lWq1WtVqtmg/gBODlQtrwDUMfxcKbg5eVl3dzctHssM84q964PAY5gqpXNTrrqGLFUHQ/aqppnQVwM+PDwUDc3N435Ts1y0V8uXSTBMC52hjYiFhAUzHU0GcFisG2YGMfT01Ot1+uqOjCPlGBVzd4ib+Ps3RZO6UIzr5kvFov6/PlzcxZkfXhPHdtTSSObvlm74vnjlEjvJqj1kqAjahseZACa4xiZA8rgAn0LuJ2gjZYPqDTowuims4LH5o+jxhw/y7c20I7EXPey2Wya8uKwsu6nFw0ZlEErL4+lgbOBNehhnpZ1ThI2DZDT8/Pzdrjbp0+fZnVsNlCOzlM+7bRsEB3195w787VdyCzmxcVFe3GnNyzgCJyFsVOlH2RlHMcWQbsGwo7bjsO8QZfRTQA4wNdjR56xIea3HWga7lyO4L6enDgT0QseDEKYL/RLHXB76DqOmUDs4eGh8c51l9ZlACz/Q4vcRs946QsZI4vJPTxLMJK2Gx338j0/lpWqau/BRCaZBzq3XC5rs9nMgCKgi+CNNi8uLtqBrjyPLeGwVXRyHOcnXVsfuNLWwhv0lvnDV1YJCLz53Jt7aN/gexyPu/fcB89zuYbOem2+eOwEU37nWQZB9IUfsS+wftCmZSjpQwCPbyMpQW2wecDy8KnrwyyrGfjYkRkdwtiMinvExtHYIBgxJmDJiMz9bTablnlC4C3AMDejdC4Ljw02hhJwA/MQCoxtVbXlDUcEjkodZeF4ORALkGRDhAI564EwE0mTesTIOLOTEQbztRG0A3J0hJLAB/PPbdvAmG6eL58jK74XuXJNAc+ifJ6Dn7PSWOZQSiIU09ZjsxOkPWfKkm9sdXbdQfbr++0oTGs7S8sO7SH3BkrZB/S0PpB9NTg/BYTyt8FMAiA7++RFyjjfmYcOqhxEJO34P5dOHcF6rDbGCTosF1wG4ymflm+eQX7ctvlqmjiw6QEW0yX5wN/mr8dhQGl6ZJbWdtXzzROme1kIgAM2Hl3xD7LfA3vMz/z0uHIJ2plE32faWu4sa9YVgur1ej07EoKxuozBYwXUOXNO+54btsNydyqT4THu94fTqH/44YdWI0lb0NcHIfYACbJFoN4D26mHtkGWAdMSH2N9pm3sPpflMXnF/eM4P0YG+jAv+zjk2YH4y8tLbTabur+/r/v7+zaG7Xbb/O2p60NkjhBwlJ/P0hH6BGUEzoTByUzT1NLbGL79/rCb4Pr6epbCrHq/rdNCMgzDDLDc3NzMdgNUzU8/ZUnJB4Ptdru6v79vhdoI59PTU4vMyRZhDDFYd3d3794TdsowWlh7DqLqUJB+dXXV7vN76/xOKAwhNADU+NURNvQYAV5PwrkgfE+ERXEf2SwXsqLgCP5yuWyvwvBxAPCCsWFUe8qaTiszRdCISJ8MI1kDG0obM/jtVLyzEiyLVh02BjiitOEmWuq9viF3ziBPfDYMQ8vu8YzBAHMko+bsAfzDMNOeDzEk2qJtR+W5vOF+LTOW1ZRdj9sFuAbCCWKrjkXdVccdld9//30zvBjpaZpqs9nMdpcaBJ+dnbXlZxtl+s7zopK2BlWOsh2YGawj99gyns1lt162Eh65lpE5muYERQZn6IuBDZ+hI87oZgCWINk6S3tctqOWDdrkt+0TsmfgTp+cK2S/kNkCaGtw4t1OtHV9fd30hddFOfvgrBU0xnbxQ5DKvbznkgCXVzTBY3T/7u5utsmAzJQDRWf6bGOsK9ZFdrQ58L24uGggwPQhOwwfLeuLxaItQRkk0yd2zJs7+A5Zh86cWbffHwrv2Q3spWvPAT6+vb21A3ihOfaY76dpaj4zVxi8MaSqGm2enp4agLIOW55OXR8CHFVVU+o0UlYejDZETYUx2Dk/P6/7+/uZIXt9fW1rnhY8lNbt+TuA1evra93f389SkAmkUDZQK21dX183BSBqvLy8bFFJVdX19XUDYvQNUDg7O5zenC9cxLF4DR6jTar/06dPrU4A2pKW5mJsPuDQDp86BS4vBflz5utUO8sLVdUMB0rqLbHb7ba9LJSLHTHwwCAqo37W9r1TxbVN3lINHxgfTgJQm/LkAncbD9rFGYzjOAMsVfOCc8Z0dXU1ywQS7dmYA5rgF8AOvmHgWXbwvOgfB4FByK3sjpbtHA2s7bBtsJwBsMFBLq3HvmygkRn/Njiyoeyl1JEZDLezSacyz9M0zZZBrcPoHPzB9mSGDprY0bgkANrbAdh2YW88Xo/RPIUvjqSdCeR5gwzG6qCK9qlZyWM98pleBiEDAO98Yl7oj7Op0Iz52X5CGzKt2DzLjg879TyYu8fMc9gD7r29vW1AwIcEWt7cPjUyV1dXs/dSovMJ5l5fX+u3f/u328nNPlTRWT9qHrErzDUzZdAEoG054qIt6zl9eRnRMow8MA9oQ0BKoOZ6WA7CpM7KSQTLtXXTOx+Rm9xx7ozVfr+f7d4mC0S22lmjlBdqddO+5IqL9cuy2bs+zLIaxtlZACtnVc2+qzoqlAXKuwgy4pymqaFgG4uMcPneIAHmeGdWKmvVfDmGeghnNED8bKnklSUJ9jIbQDbKjjprBcjoOE0KeHKb1I943FYk2nYROXPL6JrL37mGKN/g7TmxbMe8XFuC0WMLaRquzGQ46iJj6KVAR9LOokB36OXCacAEUWjVsb4rZS8jPp8RxViZG/xxJM1z3IsMu0gX3lnWuI950nYaB+9GzCU50wieQhPrHo4v7zVfLVN2btDf+pufQ1cbcrfFPPlNNjJBWRptLstJyqLHYnBlO5LzM60w1NYxZwOt271lDtsh61jaQXhF5sEOk8+8PGV6GzjRhp2uHWnqmuUKHvWWSNynnT00cL2a+UUbLrrme/MB29KTGeyWnTNZjHEc6+HhYRZsM3eDOeh3fn7eSgrgJzJo/5N2NcsOoIGznTxvcGmZNG38t2XGfztog2fwyX4s5cX1Q6+vr/Ubv/Eb9fz8XE9PTy2YrTqeOeRVGgdT6UMBhJzpxoV/wr6adlVH/+7xOluZPHOgYj0x0MQWe7nUdUy5CuTrw2SOjKh9/kbVUeFIXyKgrplxkRjZkkxP0kfVMSUO0TN6TOdP2362ar4dsepY2zSOY93c3DQH6/6c5rSyrdfrmaAxjnEcWwqYlKIdocEG4A/Hu1wu2zk1VcdoljQvtLfDw+gR8fC/jbMFDRSOgrNUiLGxkeT+8/PzNrZcz3ckVVVtuc8ZGUcqZBZcDI8RhB/Jp8yKABrsnEnpA7iqqkXbBjLILM8jozbwuSTsA+MMjFH8VHADOWSWPs0fGyloCR9yydRA3jKddSjONLI8aDonUErn4OgcsOBn0sg6q5I6yVEAvfoRG37Lsmt23B5ykBd0zuxTztGgwwDbNPXl4AEewUOyQQCRpAM8x27Qlp0P80lAOk3TbMmEs23IBsDPHlA0cHcGEUBInzhOeMS7KWkbntAGOuKgM4GkQQwbKExTF+/6TKHX19e6u7ur6+vr9ix6+/LyUjc3N+3cO8oZoLdtjt9RiFyRBQcsYGfQDwcfBm2AZ8o9UmYc8KQPoC3LDc8jL9RGYRfIXCXANyhxxvH8/Lx+9rOfdTPIaQds0x0oJKiGbtgZL0cyb2SVYIJ2KUvw0qxrOJM29Auf4YsDHXhLJszZ6N71ocDR09NTIwAZBxtVnLV3Cjw+PrZt0Y58nJJ0H71IrOr9OSF2vhkxQuyquTHKSI8dDk51crwAS2m0YQOfTm63O576/fr62t5PZudWVY0OKDop04uLi6qqBsbsODKaSaFifoAaxmrBMripqrZkiNGrmr9GAQOK4XK/ZAOcjoamjhYMxAyGrBjcm5kn84nPMSCmP2O2HPJMpsFNEy9XYODNU+iOXJP2hTbeXWeZtWHKLBBAF5DoiMxpd+QOB+Xx4GxZr3cUDN0wpvDPxh35oP3UN4ND65sPPzTYT70jkMhI2FEm3yO7lgMDbutcT++IfPkOhwYduM9j4X9nkRI8Jr0yC4HDrZrvaLIs29Fldob2DFyhIaCGbeYXFxeNHx6v6cI4/Z3H55oQ7uUev/IC+fXlJRNozNj5bcfHeJCVdL7+e7vdtjpPgBNO0UvQzB+QCGjDLl1eXrbgEjplwG1AYbvuF0HbPmIXkBMvs/VsP5+59tA2IoOHq6urlvU3TW2r7BfJYH333XeNTtAFn5LZVvwrMpn21DLkDH7udMNW4WNsB2n7FBByEIdsQtObm5tGe0o8fGH/esER14cBR15asuCZ2BYwlJXLSBeDmy/rq5ovJdhwpRFJsOK/M6qyoXSUXDU/psDGs6pmJ8W6H8bBeIdhaLU4PA8AwYhDuzz0yqDSlw2dlQ5Bh5YW1lMKYJpg0FAetk7aoVTNo0L69bIT8/F4cw3fUY1lwFmYngNkfjb0dm5Oe3s5wUXgjpwyG4BSMp6kk9swP7kn52Q5w6k5OwLdbEgNrDxWzx2aICeO5hmDDXpGru4HQ+PlJF+pyx5L6hd6Y/1xlsFjz79dn+H7Uw5Sv9MOZKY1gZqf6fE27007lDbCRj7lKwM/O0N03gDQzoX2TXPTBseY9qdHK9tfR+Lu+5QdQ87QdweflknLrOlqmvX01uCP7w1enCWnls9ZQWwGwZBfamr9csmA5czzS9uQsmPd9XPQsJfNMF2c/c22DD6QXwNK6JH6gB2iHwAftsbZP3jm3bqWodQFns+lYPvLpBcy0ZND+OXst/UEnhJkn/Kv1C6duj4EOGIiVgITtuqomCY2RPIEIRLnydCeHf4333zTzmtxJsVtZARrwloBDLDMqGEYWuqWInDv0HB/zCsjYo/LznO9Xte3337b6IZQeFkSA+DxMicXO5p2CJwFFPraOSZfmLfPaaE9+iK75CUDFxsb2LJcCq2cAqXY2pEWBsOOlsjI80A2ksfQAvrlzgeiTRe9M3eeqZq/fR2eMi7GwNwBEil3NhLmiY2hMz30lTpEe47kDXi9BZs+OfWdNsg42ogTZXtpF+f8+vpaq9Wq8c409LyYB8/meU0OgKCBs5J2BtaR3vwd6feuBDhu0zyADh6Xo17m523dlgHTgGdxwqYBbXoDgGXb2TH4TmCRUbSXR3CQyClLrJvNZlajaAduPTBvcknNYL6qZk7KNq0XZDgD4XuxD7m0iYPNpXLGbbtmXYcHr6+vdX19PQMIXh4zcMPpe8kO2iAX9G0nPI7HWsvVajWTFdOLZ/2qKeTA+mOaWB+5oEnO1fLqEoME6QbKyCh2kDPxoAcXvOD53Elr8MQYp2manQvVS1Q4eWA5hu6pgwZ29lOLxaLu7+8bLZBJ9OTHAgKuD1GQzYSNzBNdGtG6nsOOw4aNz7L4DgN/e3vbUo8ZkXH1gJE/76Fvvq96X7SLUiXT3a7p4fZ9D+nJrOLHWVuZDfIsdDbUBjt2FhbEVDgLc6Y0qw7GwClZG2+WfhBq6OCoiP8BEfv9vp3bkaAOOeBC8NOgGXz0albsuC0XpkFGyxnBIV/OuLho2NGb555jSeNl/jMO+mOu0IvnLI8Yx14gYP1K3fG8oKPl1w7I43f7OTfrq4HwqbmnPejpRV5Jtx6N+duONe9zpqDXNnROmtqRVL1/Ka1tHvLtzJ/7yL6TpgmmDTrM0wzCPF7Lq3UmA8+qea2Pg9a0o9YxA5YMrHI5O/mAXNs5cp8z4D2a4OR7GVCeR9bTfjkAz2y05wvdq+Y1qKaBxw4wdoDEvcgN9E075O8SfPNZrhpkYJiX7RZ6aeDocee5QparDFbhLzwGbGP3MggyTdOHemMK87S9yAxallLYX/G/+da7PkTmqOo4QQtnVb1LGVcdHY5RY9X8/TekUZ0F4SJiIyoAbJjhp0CC/7ej434i28vLyxbRsU0SB8/nVtrM0gzD0F6UhwJvNpuG0pk/BZoI3tXVVY3j4bRfR7NVc8NpA0kthz83KIUPCJizGYCiXrRfVW1bNONxJmW5XM6KJRFweOGt7bSJAWEe0NI8JGqzsU2nst/vZ28Qt4LCDxtUAztolhE0BgLaeb3cBts0gkfOnDEOF1BbLvibeTqD4SVQGxL+p8icy/MxYKdfaJ0ZqNvb29lShLNMvVR1zsFBEPrsy4YcWXM20Bnbns5aT/Nv/+9nevqNDOazdgYGq8gOfPXn2S8X/DO4wHGm/VssFrOiXgING37LnLMcBsH+zMAix5508o/Ha/nle5b+GefZ2eElppvNptHMG03ypa2O7pHlHvhPAGeb6bNznD3q0csAh40YOPbUQ9f84Pjt1Jkb/MV+4BsIbDNoQX/hP2CHOWMzvIsO2k7TNDuw12cLefz2ifTLvKg5hIdkknOlAdvn4xLghXlo27NYHDaiwEsfrZIACX/DKohpSA0lugEfxvH41gF8Ld8545x6fOr6EODIIMdFnRDVCmiCMjmf/4IgcCaQo1siBV6H4EjhlPGsmhtNM7Fn6BBMBOzm5qbe3t5qtVrVxcVFrdfrVuDHdtH9fl/ff/99ayOzKVXVTuhmSYTD+Xx+EWloF1DamGAMvdy43+/bawASUKSTM/D07hSMBXxgZwznibjQkdNODRZRKM4oQgZszHs7sgzWkjc2khkteD4YHxsOHI5BGe3aoGIY7cC8syV3rWEUHF1axm1gcy6OnL2DA57gZDw+nIqN7jiOTZa4XCPEeWPTdHgtBPxCpgxCff4Q+ouj87KuCzarjmDcjsS6hIwhjz0n2cs2pQ7/GPBJWcoo1PdQgJ76AI3tIJ2dOQWQDHDtVNiVaUfAZwbaBuXInmXHGQ/OwUL+PB+cPvzjOwepdqCMlXs4kw0nmPSEjzhF5MuOGZl0oTk0urq6akGIywfsEJkr/sFAgZpHH6KLLeG+zWbTlqUMOtBfL+054wQ9nSXBqXtpLDeVGEQ6GLa+uA8yJwQ2BMzb7bb5EQcx2HHGQc0QBzJiD/EXyBtZ/pRP/ndAhY2cpmnmc+CHMzsemzcHYYO8k5p+4YU3NhjosxTNBi4ftYJMeqne9rRH31PXhwBHXI5KvPsGw4DDsjBmOhOi4pQxCN7x4QOtnAWhvVyiyzH6tz+3EURId7tdffPNN3V3dzdD0Mzl6elptgbP+BaLRauyR2j8Kg8+N6CB6VmkvVqtmuL10s/+3EbbkSCGCVqiBF77t6OHJzZKZ2eHowaIJg3ITOueQO/3+3fOuGqeFnWmB1nwT9bCIGtJDxthR6iWiYz0pun4zjdntnp9mSaW2aqagf+UJy6DJa7dbtd47F0c8I55kGkigMC4u1iSdv9fe+cWI9l21vdvVfW1qrtnembO+Jz4WAEUCwtFwRBEjIIih9wAReSFB1Ck8IDEC1IgihSBIkXiMVIUQqQIJcpNiiIShZAE+SGEgJ/yAMHcfMA4GIFsjmzPnDN9q66+VdfOQ9Vv1W9/s/skPpgz7Z69pFZ1Ve1ae61vfZf/d1lrOyVh8Gcj4QgPjxdBYWHkSfOaz7qAi3nRoIF1g4egR07HuOXPWA97uRlQu1nR0wx4rKvyn3+XPfTMcx6HdVgG/13etfWgwYL51XN0KsM7Ks1fvo9BvA2m6wZpOcLCOAEhvieOLPe3I2J5NdD0PD1Wz9EAL4NEALnT+fw26zCDK/QT87NONAj0Onv89GdbleecU3FdQNo8en19XTfzcA9vurG8ck+Ahufg68yLBst5PnZaGasjROYXj939YfMsJ/meNzktPqKHseZaKN/fPG4eMX/c1G4FOPIECBubcSPaKRUX+sFkvLpgDyUNARGQiNVD+tjebobpEoB3YiYzkBfi6uqqnrfx2muvxWQyidlsFg8fPozz8/N6OnbTNK2ivAwqYIr79+/HbDaLt99+uxYVEp1ZW1ucoI3xMl05lRo60swk3MfGCyVigATd/ZqVoLfpu0ib6A9eShZs/neUyDnrm8CPAbW3e2fgzG8Bp1Za3uEAkPZf9lKtuOnXHlWmMbTneyuaplltuUUpO1TvNfGuGyKg3iHmNcEonJ2d1RQDazibzSpf8IiDvOZ4m6wLkT4ePzObzeLw8LDKF8/l4+BOrw/zdETItMsyRQE8vGC6eWdc1+/dmIvBVheQcj/IA3KFk5VrtrJxdj+ONjIOG2KXDzgSWEqpqQ1/Dv9YZqEB98+pHwA7qWfAiQvXswy51sZGm1dHSRmTx8Hv4FXmAV9Op9MYjUaVz7zN3WUG5pHt7e16OjX85eJinDLkifXDUby+Xj2+iGZ+Yqxra2u1HGJnZ6eOxRsxhsNhBSac5UbhNrrHJQeAezIE0I6oFOvo2juDDcsPdg+Z39nZqetux8y6Ct3AuA3KoLnlgnXhM9f7uEAfHXN1dVUfyZXBTY5ERUTLgfNRN/CwMzp50w22AD1k3rQNd6SQ+XvdAckGdF3tVoAjA5CIeG73RRfyM4iJaOdeCSk6AuAwKTU67CSwQuE+2XvrGi//07rG2zRNvPXWW9E0Tezv78fGxkY8ffo09vf3Y2dnpwXQCN3DaOvr6/HgwYM6vvPz8zg9Pa1hcQCelYvD+06zEHWx5+AURcRK+cKInksGCwa0VkAGMNPptAV2/UBbe2usiVOgESuD4vs4NWDlAf0t+IAeFII9Ow6osxdupYqRcnTCUTenHbgvwu0oVwbkzpcD+PCkI6IV5gfgMUbXlhmse9wenwGE01AZ9EdEPTjVxfzMAb7EiABuUciME7Dlwy29HryyNo7OZYCSAQagkUcAmeamR5enaxDWdbZJdggYIzLH7rw8TuuNLj1hh4/xYOCcQmKu3NPghXEZEDot6bN+kB2MM+uDbjCoceTG/OO0j53EDJD4s54xSDTdWXeDd36HfDI+ZMY1oz7GJNdJZceN1Dzj4dFE8/k8xuNxddhIBwGAI1blDDw2xPWEs9ksxuNxdTR86vx4PG7RifE4JYSx5z6OhhngWa7tjCKD9DkajWq/tnHQH8eKLAR8waYW9BG6CHqYj1kr6zo7K9AGm8S9scMGPYyV/7FRTuNaF3Iv0vo52sX6k0YzTZ2ihEfcHCB4R8fqxm9eQPMCdxlhL7KNBGmBiPZ26rOzs/rg0uwRsVgIjkGCx9P1PisMK+hseN8VZjUAACAASURBVFjUo6OjaJomXn311Tg8PIzpdBp7e3txdHQU29vb8ezZszo/hA5jmxcajwBFhWK0kc8h8XzGRMTzRoH3jn50GQTP2d/PZrNahGjDaQ/f3kE+WA9Bd21OVuB87sMj6dtracWOQHmNHdKFbgZANuLmzUw30+SmMC2/A2wZSJpfuDaPDRo5VWqD3BUGz+tkoJC9JUfluNYKHT7zOufnjpl23Afa+bBJHx6ZgZrH635tVLPR9e/sZXqd3MzXXhua74+ThX4xmMtykcFMnpPv1/W7DKDtJOS1zfPJAMHrYv61XrJs5DFk59C6jHVgjHZKsyHN4I/fI+PZ4UB/OIrOGLvkwueyWQYdcbDzAw86HUntFfqEseVUl4EH99ve3m5tYQeEuoYp81turFfTrIqpnRnxzkAcSMu86UwjsgUfRKyewQbdsCGMzdFM28gM+gHmrmPz3Ewf2yroDvAB9GxtbUXTrBxpR664H+Mg+odM5siU7+fUnXna+iPTLbdbA44weg59+lEZMD1eAc0IFC8BT88nj25vb9dDEyeTSfV8Nzc3YzKZtBRPVmwWcjcWx4jYfYDeeVTEwcFBnJ2dxQc/+MGYTqfx5ptvxuPHj2tYlKiPC1APDg6q4FA47Sd7c1o28/SJtYyX0Gh+ICqMlAvTucZAw8rPSgrvDG/AR8DnSJpTWTzU0PS2Z900TRUcaEjqh2MM7LVmBWke8ZrAGzZ4KEfobyDg8QHAHcLlfihgeBkFjKK3sbWXDG8QpTAwpI7ICo7IDbuoHAVEkbv+gM/hDeaMrBl0WsljSByBteyhtJkX4zIw4r6MwVE8wJXXzErOETMD5K51hb9zX47cZQCX+c4g19/nQlMXrlpHZI8738PR3MFgUGlpIIR+Qg6QNZcToG/yOD03p1h5zXU42WiQGvI6OL3h6xnX2dlZvQfylFPYuWAc/UVtGrrDcu4C3gwwXAMHf5l/kYmIVfE3c8TJJHrEhhjWlHmjE9BXBn+ut2LsPkF7Z2en6nLAHk4BMrGxsdECOPQHL1vmeCICa+RoVnZMLHODwSDG43ELzGNbXWTOelifOzJpvvJaU+zNGqKT7MienJw8FylFd6+trcXe3l6lN0414JnT2w8PD1tjMLjiM+sm1g4aZee1y4m5qd0acGSF6ZAdAuH3ESvP3osKYf3sGsKmh4eHVYAh/Hg8jidPnrQE2tsf6dfNXhpj8hj4jDFGrJQVqZw33ngj9vf340Mf+lB86lOfqk+m9/O2IlZFjtnDRNlx4F5EtA7XMvOQC6cgPIfzI+I5D8L5WAsUzIXB4D4uHO/6czqMNTLyd5Qng1EXRQJmI1bnw5gXrBwMXHiP98J1/i33R5mhzJ1ehDfhLSttvuf9YLAqHnSBtj1M79wjtWrAHdFOLQLsBoNBfXo2fUyn07rzz/Ut8JGBqQ0I68N4MSB4ewaqRPtyLZBTMaYPtGCtMZb07WiHvUA3e430mx8pkCNEzNcRj+zwWK4NvuxdMn94JjtQGRy7T653pMMRDTskBuoYYveHHDJGRwRojoAZWFhGMLzWJQarBqMAIJqjPq5JsZE1jcwDOCUAevOtATTRA37PmtuZsD40eDOgQk4NeIi6cPRJRFQZ5Fo7HDakjMd8Tg0RkSMcw62trdZBqFnHOTpiI+6HfAM+IqLqI4NM62anxgywLMusFTzNfazHMlDIOpzGvNGL9Em/BrT0Ty1sKaWm3knDj8fjyg8GSLPZrDrE1quM3eM0H8E3rkszuDIvdmWLWjJ14zfvcbMiIWxmEMI1VmIRqzAq4Xp+T7MnC1NdXl7G2dlZPSUbw/bgwYNYW1urACUrw4jnd1JZ0Xic9ngZhw3q0dFRXF5exqNHj1pbOMm52rvgfxim6z5EnwBhDoejcAE1me7ZaPgzxgKNKECkH4wqSsVrZ0amn7zWNmAGc3ndEAJoGREtxZznlJWjPWbPk/6ywu1SFgZ1ef25J94oY4bnrLDn89XxCQYnpawe4eEcPP1SKM75UBgNGzZoivLic+gEf/E9dOTv4uKi1iUAZjAcrK3TcBgB09xy61qQLENZljMg4NUAowsY+Hf0iUz485taBvZW+nzvsRoE+re+l3nLKSV+6/kg39moc0/XjTntA19ZVziClo2badCl19yQMTukXjdHblgnR3HctyM9poO3lhso87mNrWU+g1KDvJziow/u48iowSPXujCaedOfdzwDECxrgPLMR1lPe+3tkBKBNY95LGyoiIgWcOee8IXBlaNNOH1ZF8I3tg0ZHKPnff7T2dlZazONHU3rGwBJ5iPGur6+eAIBtq2U1WYQQKHH6nuY/8y7ANAu/ODar3dq5Z2UxnvVhsNh48PCbNBNMKcArNCNmHmFcWFGlPtoNKpb+G1wI6J6xxxShkC/k3KBIUkpdIEN/h8MBhUdM84PfOADsbW1FZ/97Gdb47Ug23ha2GE6b+v0ORtct729HWtra/VsJEcETNsMCDxOn0nBOEgz4fUauKHo8DRhXoe8rRi7lPV4PG5tCUeQPAeH63lFMPGq+CynWBwBcdTGCiinn7pSKjQDPpSSz20ClDuq1DSLfDshcNJT8IpDwwADFNxkMmnxnD1omr1X/94GzqAJ/p/P5zEajep5Igao29vb1QukwaP2KO2BDwaLtGH2LJH3zAfwMethoMOa2fh6F5Wjih5PlxPgtfR35gOPjTWiT+6HArfBzF4uY7XBggezA8DDqdF1ObJGKtZzwYlBVk5OTlr3hqbWodYLpmOOYppGyARRFxwHO0LoMniOOeS1yeDLho/WNE1NfXGIKWcgobOsNw2scTQiVo/Dce0fNCmlxM7OTmvejMMRWNPbnzu66Egpj2fhjDtADrJvsAk9Ly4uqmxl4AR9ZrPFblO/Z86Mf2Njo+4sHQ6H8fnPf77Sh7FiZ/OuYoMPA0rX8NoxsEOSHVCOzWF86B/rC7+ORqM4Ojqqm0QYK/RBF5o2yBD8aofOgJAxmr8uLy8/0TTNN0VqtyatFtFWWt7BZJBiRItCwPjgTXt74nC4qOvgwCgYygIJ8QmRGt1DePqDUSC2C8FdJM6YuYcXjvtfXV3F5z73udje3o579+7F06dPq/DY8+F+pM5Io4CwzeQ50mJFRW44AxXGzFh5tcdjRQxzIkQGsBYUaOZ+7AnmiA30YT3YeownBHi1p5jTLfCLQ9FeA3uw8AcKF6MG3fHiuCbTiv5QNvYiXd8AuCJ1hiI8Pj6uc0c5UXORQTEGjXHDqyhc1j97Wpm2EdHiZ8+JOTjETz8+HM+nM7NWGKuI9hPA8TANHgxArHhN2xzu393djVJKHB4e1jEbQNs5Mci3rsi6Jnv4llnLqq83yMZw0OjHYNQ8noG0wYTlBtrnImHWDp3Duuf143qfnp/HwD2o/+BzGxkDWDtrrCu0ys/Lgj+IOlo+PVauh05OWxmkOALhXXvmJ9Of9wbs2SiSWkHOAWDICv0yDubvdWUNASrQywCAKD6yl3XQxsZGBQERUXfmeccWQMCbIFjbjY2NGnlBL0MD0nuAwgwsKOPIDkGmvVNpzMERGUfU4GdHp46Pj1s8bzBpkIgzya5s8wfrg73373wvHDyOsAAvOAWbnbOb2q0BR/Yi84QtrCywQ/kRUcN2ThmYCDZ+9hpt/CGgjQn9IRgudLan6lw132XvlMWzQp3P55VJ9/b2nnuKPYtptO1+8fgxYKQX7bWdnZ21zs7w/f9/GozpKEP2xLMx8rpmRG+FZeOFMsqh2YjnT0vnM7/3/6xhF+gzMEOYuNbA2KAWpTIYDCrIhE89P/p0RIv75ToYh8t5b3A7n89b4WiDaufTM4A1bzsCmtfHtLEn5/NmPCZHUuA9gxtO47WT4PFkoGwwYPBh8Mv4mGtea5Q2StV0RZ4z0Dc/QFNHOjPvm1amX/6OhnHzOD0G7mMZ5tUF+NZVlnlok4+DMP9yjX/ndUOnoPc8J/+GZtmzDnIaECNElMB1NdZ7ji4YmHXxsNcvR+bhC6+BHRWDJ+se0weeQ9fne5umnnvmCaLYg8GgHrrr64l8Gdg6jZ2jvsgB4/O9WHs7S45U5rWKWNVX+VrmatCYU6M+sJf1M/86MovOy/OwXfXn8Jpr8a6vFw9Ddsu6i+stZ/TFnF0CwJ/X7Z0yJbRbA47MdK658KJY4Ti/ysI47EhD8WHc8W65JwKEYvKiO2zcNE0FLhZsvA17PlkZ+5XiM0AAQnp8fBxbW1vx6NGjOD09bRUHWmExHnaeEV7HQ+dzDjGzUmC+XbUYXUo44vniPsbg0KuNvRWwjXJWYvlxDE6/+BBQF6KyNq4T4P72dKxE7ZnCJ+YNR5icFoHuprOjcxhkolqMG1rcu3cv5vN56/EFnJMSsUibZMDNmBFmonN445xtQpHm0dFRC0QCnKzw7SjYe3VBosEUv4XP8Nb8udeFHYQ5skh/gEkfcsn9XBhuXuA6/5EicmSAeUwmk9jc3Iy9vb0oZXFsBu3evXtxcnLS4mlkdzgc1ojUyclJPZTOBjjrEesjZMNpbPMigMCRBDsAXGMAbkUOz3ntLC8XFxc1zeGnARClMa/zG+TGRd8+soDrHB0xb3iOGCJky7u2GBO/39zcbEXCOJ+G66nTGwwGVc9aDn2UArRirDfpEcYNn5rPDKJtR+Bn/5ZrkW10M/0QnQEEEdWPWG3GQadha6bTaY1kcHwB8zLo9XgoM4H2XOdIz/b2dpVpbKIf8eGozs7OTouf0avoNepE2WmHcw+PwQd+Vhz0cUTGaWTeY5PhOdLIDi7QshNIpJ305Pb2dpydndVNQ44mup8uvsh6x+3W1ByR70WRsBA+DMxKF0NlRWUDGbEK95Giox/6iFjVvty7d68yALsmGAuhURe+Wqnv7u7GYDCIyWTSirB0KVgrDxQgC868Hj9+HGtra/H2229XWnD4GEYY41rKKg+McUQIreAwdNQnmZ438YCN5Xg8roJoAIgBt6efPUzn+A1ebZzNpF0esRWLQ/IumkVoDAIMlDwmgKkNvr9H0A0y8m4KdhmaX/mOPwN2e8w2XgavLrQ2rziiyfdWyvCpw8hWJtDXz9TiGhez2iOjgDMiYjQa1bA317u2gv6Zx/Hx8XO7RVDM9lwtVzZSVpKso50OK2jzq9NPEVEP9MNA7e3tVXpxTs3BwUGrNqGrMS87AxgiO3IYYubuE50NZOkTw1HK6nmMWQZZKwMCAxg7FRERJycndd19vfsiImnQxRgZG/dzOoXf2NixcxL9gMNmXeEIVXZcvCvNAI6xOAprh9ZOD06L6eH1ctoPm2K5Yt2cLvQrvOfMAXxITZHl8+LiooJyAxKu5d7Q3zJq+fAJ4pZTDov1hplSFlkCoj3QCvni8FTma4AI7czrrLufGMD3ZFTMr6YT7z1v61iXv9gx9Psc2cHGE8jgUE8iYgaOTdNUwEWUnz7M50tA21lzdGt2qzEhpyacTzcSzR4W6J0FxnPKxO0CKzDRbDarhcv+3ucnuD9CpLxaEGm+3v93gScb5OPj47i6uooHDx7U38EQKBwEw0xONMZhbuaHgs4V+v8vcGxFlj9HMXTNL6K948XGLit5Pud9TgVZYfPe4XcLlUFfvj90RICyh+G15TWn2QAM0BfBd6G9Twr3/DAEeMnZq+niD5QJ/cHneIuMG2NBv9DIhd/wiCMX0NVr7Gicv7NxtEzmcaOQz8/P61paPhx58PcZJLtfG7u8XlyL1+roMM6Ax2qA4/NnmHuOluT7YOi7xm3A0qUL4DvTC1rZKFjeiFIi7wZZWY9k422aQ3fzLgDXeqprLeAvp1az3MF/AD7rQ+8YM8iBJgY2ppedI8/9Jn3rzzyHzKPoLq5Hj5mW8BNOrwt7bYQ9Boy05SVH2fldduitE5weJTptcJBBg/U7OtSpQ2yVgS59mO4Gp8gF97NOsD3GSTVPMCfbV2cBsn7vskNd9poxzWaLgx5PTk7i/Pz8uQOFR6NRvadlxXbcDkdXuzVpNQiWF8rCYcUDgWBqpx8iooWOb6pXwKMAeMBAeIQREXt7e61Ke5qZnUK58Xjcesp8RNv7oDEePAoDGZTl4eFhjMfjeOWVV+qhlSywiygdrs3KKRsp5tAFCLKh9rhdbI5gMAeHRm9iNHsGVgwwembYDKTo14XEXI/gldIO9VqIACt4y+7HURQiAChBlFGOYriAFsVg2lNUaeGzUUd5WpjN0wZvfOaIV055bW5u1udVwXsGANCKsDVzwjAaZHuNoQmGy4+sgffscVIQ72378AbPXWM9HWk0T7oY3fPZ29uLiEXBqnnDkY/MY/w5FTCdTisfMB/WnfSAZTEingMPNmDmbV8HXefzea2HYg2hNxEM9Ae/yyk0ZD3/2fOmOYJpOXEqyKDMuor1RKZYi1xXQh9EF11uYGDN2iJn1iGOLhl8e/7+jeWVsWAz2OLOWUPeiMHv4GV4l0de7O7u1g0DTlPBL2wEsX5BB5D2JFLkx7VERIzH4xrFYx0jokVbnuVmB84780ppPysM/Tgej2sUxLxuHvTOMuaL7JFyM62zbZjNZvUcogxmHYm0E0dflheDIUcdWc8s+y7wtu3OkTCn6l955ZWWQ8EZSci55ZTfGOB1tVsDjlisiHbBlI1IRLuQK6J9uBaLy6LbO3IEwK8GZeTwHzx4ENPptG6pHI1GLSBAuBxm45Tqo6OjVj0Oi5W9FhqGhmYQ0DSLbaBXV1ext7dXD9JqmqYq24gFQ5E2xJgD+mAyalQi2s/Y8j1NY7/HsHie9PNOv7NX5Xv49/Yi7dHyP/lyFLzz9znyAs1y6N6pRaer+A3CSt+OAEREjQhlsI3Bgmegh3fMmSehBREAcvmuveAa/ux5Gbh4vFY8VhyOquYD5Pw7h9kxoNlgGqTlehrzdD6egc8Gg0GVHYA7IASjBD29/o4AnZ2dxXg8jv39/RpBzSe+07ITgzzSv59I78+dPoDu8I+3wTPu2WxWa0LQXTbe8DXODM4XdYcYB+8Y8vxpNtiWL0e56J97AsIB1tvb25XmNkCsN0YIEOHxoPOgiZ0q0w8gyM5ggzzuBVCj3xwBdpSF69FvXDubzWJ/fz+Ojo466/5sSK1fnAba399vyZIjNeYdZJv7e4MO/eW5omsAQbPZrEYwmStjZv0NGJAb5kofyMH19XXcv3+/goOTk5Nau4TORPdgxxwdRacb1Fpn8j8y4fS5eZLroCM2xyk3rwF80xVliohaFoCtyzKNHHJ/+ru4uIjJZBJ7e3utWl7bEO7vCDI1cje1WwGOTLQsfP6f917ArBx91gety+vz53zmHQYoCh9yBdCyZ+z8tQU9e5++p4Gd616sgHi9urqK4+PjePz4cS3URilmxnO9iZWJo0729PP43Bffu0aBeWd6+jV/zjz5zHOn+f8cKo9oe+70a+Pv++SttwbT9mwNkmyUvBPCwMIeEn177akVQpHQN2trmhN6txfuvrkOw8VYbHhd18JDMpmDaWHDxnhMC67zOBwJzIaa3+NR81vowfidfqAPeAkj6vO5rLzMU3ZwrPRRpKYdvJnrRrzeThewbshZNg7mD8sl9zBveoei19+0hi5ObzjC6zlEREuGzeOmEWOw0gf8QVevX5f8Wv6yjHktMYKA6HzUBNc6wpTpCH35jOu8U8xgjT++j1jtVkIXe/w4jrkey7ITsXJ6iBpdX19XY2kZceQ1O+C2W9ZHdgBNF8uhQaftjHVWKaWOE4BlR5Gx8XQFzvGjLtBRfa8t9Lfs+DtHl62PuvgQWc59MX8Ab9544FeadYBtLAAUAGiezDztz3GizO/eQNFla9xuRUH2YDBoiHrAFLlGYHldRLQPtjOgQMmxoDBr3hac7t3yLkoptS4k3z8fuHhxcVE92aurq3o+Q74n/WTmyREGf46XYq+H0OEXvvCFFrJH0MwsKA+8Rj8WwkXLWSGbafDq6Wt3d7eCK+/sM235zGHX3DxONwSd3yNU8IajZWZwFCEeiQGqlSQeHukAxu6UI+kQxsY98241ivRPT0+fez6UQZP5zAoaXsmGnbqkpmla/XJvG7OTk5MWOKRmrpRVyiWH+7nWxof7Aex8erfBBrIynU5jfX295eF5F+b19XUdG6kLeM9gAbq7VspAkt/g4SIXTjNhYJxqNICwzBk4Qo+tra36kErrF8sp6+l0Fe/hISKI8BtzcXE+97RcoU9MC4Cg5WNra6t1PfPxXDCa9uoNoEwrG2Gu9WemQVfdj+digOQohdPPljFoQ0TMtTS+F3ywtrYW9+/fj6ZZRNMBP4Aj+BWgATjM50cZ0EasNrA4LZc3J3A9BhonwA4zO1CdCnPE0GdNmWZ2eODp9fX1ehilAZLlGFp6DKSOXFLRNE0FSga60NzRWzuwBq7IiO0N11mfIns4TKwHssjBsWw6yBFm5mMHy8AW3hmPxzEYDOL09LTK5WAwiPe///0xmUxaYOjy8jKm02m1fcYKdoaurq5u9yGQKGgUUAYxVt4sng0KjI4nm3OxXS0bdu5vAfCTgDl0KyKqgaRCHsMQ8fxT291soLJXBcAzU9Ff0zTx1ltvxXC42M12eHhYhYcal8FgEDs7O9X4cj+8/IzqMyjKY0YQ5/PFacn8DsWBcrIBZ7wGaHkdvXamPV6YDR9CaYXmmh0rXitVlI0BnJWVPXJy68wPumGkSIXBm95RBq85NYIHBy1sPDD0GSiYNnm77Pr6estjAgRiSDDCOAYYP4NFv9oAoaQ3NjZiNBrFZDKpcrC7u1v7db0IypI6Bu7LunDfiIWCffbsWQwGg5o+YN3hWcuFo0xEU+zF2vEBQMIbTolkj9cGAH1B+t0h+sxL1gEeN7rGTtp0Oq1GIDsu5ndogFeNQfMBoK7n8o5ddth5bfGqHUG2Y5EjABhkdjg6eu2IK69OZRC9c6Sb9XBEMOswO2vM2zRwbSD6jr/Ly8vWZpOIqGfDuUZxMFg9Q40Uj+2FAQfj5hR4R2GYDxFKQAlpY3SQSyJYE+4DTaEJ6we/cT/3wb3QT6wNqTQDRsbQNKvnHpKiOz8/b+0MJVLNOlh/WPd6HeEVy2Z2PpEVF4v7sFzbAWruuqK01kM+MsZAbT6fx87OTssu0+fm5uZzjmJEVNqur69XXQXtHZ27qd2K3WoQ2wfyQRQLbAY6FiB7QfZ8MkCyV+rrs0KbTCbVC6Nw04iXqA4eXcTqzJIuwNEFRPK1VuB5rAgVgseZLpubmy1PxvezobH3wDU5ZO/vGJ8Z1wY20x9mzv05IpaBouliBcZ87fV1CS//W+Fk3rAwc88cabMn7dA5nkwuekcZ8CBYPEMUTi4IzemtnBI03ZzGQgl45yaAtOsYAMsCNHCUJUcLvNaWDxR0V2G/IwgoQ9ZoOp1Wb9O8bzp4jcyDeU0zaDSvmhe91vRnWrjldcXwGhj5Hh67P3NtJOerwH/U+bDmnpsVvT/3fL32jJXfEmGA9n7P9xgLDF82xv4tAAy+gr9p1inUszAW686udbUDYFBzkw6nOZpgA4qMMkavtekDDeFd7yjmM0AJBt1jpl+ngKn95Ds7KxFRZRQacZ1Trl576G0eg/+Qb+vc/LSIHFnh1XYQ28D30IE5+3esA31m/ZWzAf4t9PN6ek44i9bHWS97zNn2wcPz+eqZe3YabeO6GjzAWVLmGc+/87c3fvMeNpgVIvnsGCsMKxkrEQAMC+BaBN8jGwejUysPFAXHnmMcI1bPGcPLcwPJWtAyAPN9HYZ185gc7rcS39raisePH8dbb71VlaiFHeEm0uFj6ZmTETzXmsmIwNjDGA5XB5hlDyODGK7pokE20v4O5eB+7GV2NSsNxp6NW+aFHNaNaD/Kgfu66BrgkCMCPALg6uqq5WHac6QOwLUp2WjZmDhdROqHSBaG0UrWCpK+XDMH7XxfgwE/5mM2m8WTJ0/qfewoDIeL5x+dnZ3VM4RYP+8EzPxRSmk9oZtx8errm6ZpPQMxgwyMO1EMeNIFxQYdPtIAmQAIZn2QQRsHcOJkAKh83pRTGaQazG/WP47A4O3TXPPm8cIfPjMpR9upmXEEuwssZ2fTvOSdUfb8GZc3Hzi6RH/D4bDWJ7LORLYMrKEzfMr4+J/IB5E05jiZTGoazWluj8UODPf3WWREPiOiJUOkyiMWh4cOh8Na7Nw0i0MTvaaUAFgvsZaULhC1sUxbN06n09ovvMD3RGLzY02gNeDWUSzOViL17R1dBhm07LzaSWAtAPrYZUcMLSO5v6z77SD6/vl+2XYSlWN3rrNL8LJlKPOmU4vsmr28vIzj4+PnwJ3brQBHTdPUsGkpi+coeUsmxIHZrChRTCgFmM8Ca6WXjSEERhFBbEDJ0dFRbG1txe7ubsvI8Mr/PmvBhi/i5jM2ACj2kmFOG1aPD0GcTqdxfn4ejx49io2NjTg4OKj3IURtI4Dg4+WhcByOxzPLihMQ5/szB9dg2TPgMxRrBkZ+zR4Un3mNMCZeS1/X9bkNjGlLn+YHjP/6+npr2zUK/ujo6DmjCw0A9ESSuDfheMZOvcRwOIydnZ3n6jCg7WQyaXmwrMNgMKjpOn6HsvKOFgwDxoX1Go1GNeWxvb1d5wmPRDz/8Ga2GruuC3nFGJvumc/tEVKzZgNih4Tx2qPrCtdjAOH1+XyRbjo5OWnVcHjnnh+KXEppRbiy85GbQZkjCJ4bhpf7ASYoIs1RQwwlxg+54wwsGwgbYLxlFzJfX1/X2reunVGMgbE7dWhHkzSqI2NcA79vbm7G4eFhpTHf2akCYDnakQ0v9MahyDony5rTjS4TcDQQoMPnOBLMiciOdzKh87Ij69qpnZ2dGI1GrTUzWHF6GZDOHPkfo765uRkHBwctHUVfOQqN/qfeCl1tvl1fX289mgRHrguI5jIIp8oziGF80JSomyOtjB9+zLxgHvbaOiiRwZIBMvdgbV2UPhgMKhBk7l2ya57EicKpghc4HiS3WwGOn12LigAAIABJREFUaBCDE6pRIiwejMOC5EhQBkX0mQlOy8rNShKB4buLi4t6toSN+eXlZeu0aht139/Gn8Xd2tqqqQqDIytb/7bLwzo4OIhXX301IiKOjo7q/V3YZqVizyX3y709bn6D0aEvI/PMzG7ZeNqAeB5ek673WZDyemYae23z76A3a5xTpvy5OXXg1BfAczBY1RNhRDHo1AR4rTO/ZcE2wIa3eAAkNQm57gNPFq/dZ5lYoUITG0buydgcBcELjYgatVxbW6ubD7zuWSF6fgasBhj+owYH2natqXnN4MGRIu/eMy/QHPmzw+V1986W7Dh0jcuRmpwWc9TABojfWS9kmeG+V1dX9cy1iGjRCQDkaDb8BUizsTF9GQ9b8A2ocpQAQ48ezul65kc9pqMCzMkOU5cOMTjMPJKdSPMTc3UZRET78TwujO6KQuPweE02NjZiY2OjdVq15cM1fpxQ7e/QXVmnMD6AtPnMGQPbPH6TwSSfA46yPNiZI1pqUGN68F0Xf3bJW9cOMHjI8zSNb9L9ec0zrXBGDbw9Ro+BebtGzhutLAtd7daAI4MFh1TNVBZ8K3wLGgsD0uwydPYSIuI5AvM/aHk2WxyixY4cQsve+WWD4ogIc+O+vAIC7X15XHg8MK5/z1x5ffPNN2N9fT0ePnwYz549q8zA/enb6R2AD32YLh6PwSnXEYUiZWPgkA2QDWJeQ8/ZhtA0slBmfunqJxuULsDH5zk1mA2858M86IMCbWhj4DMYDOraNk3TAs8oTRtmz92GgHnw6uP/MUhWEFYqnmNWALPZrD7ryhGPUhbbwKmj2dzcrLtLeEr2vXv34uzsLE5PT1sG37KU+cC7gYhuNM3qhGArf6cTnDKBXgamfB4R1WOn8TtHeubzeU2XHB4ettJ5mX4YUvqw8vcWdsbB702PUlb1SRgK85P5uGlWUV6AGzVnlkvS+Wtra61C3VJKLUq1sbYhcoTC0VvGQroYXRyxSjsBDuCV4XBVZOt5zWaz1m6xXAtivjYNXFideZ9+oS/jsX4xUIIegBXWhwdwe9dn1iM2wgYngHb6zwfxslPKEVv4Cz3JfIjAuMbLxc4UtRPtA/RmEG0+5NBDZCgiWpsrxuNx5UFk0DqQfrPz5iwJoMkOm52srr9sTzJQtt5Dti2PdqrMuy6At56gL7/nntCbMT158qRVO5bbrQFHGGvSD+PxuL6HUA5rGvRYMGhOWUS0n0jNdxDYRtWen/vhfhgJDKPvCcMhrPRho2q0P5/P6+4y5mUGYSEjno+QZGR9dbU45v7x48dVKGASXhk3c7GR5R5mTINPN7xKcvI5euf7GHSYjtzPoMteUJcg8Xt7UChWe+P0bUOaBdKenfmj6zob+rweXDcajaoS9dZR84jXLAND7+IyGCT9Op/PKwCjyBDDj+E2mDYoddGid0chD4yN8aIAKbC20Xj27FnLUGWgkuWIh0Pye9YIWbFj4x13hL4NyF2TVcrqrBfmjvIDuJs34EmeUYiR9441GwbWyKkaUq4Gd44G5fpAaOpUmMG76cB8aIzdAAe6dOkAAw3rOt4bRHk9nWY2GHH6AeObd+g5Je9InaMU8AXRJtdmmS/gdWjmjTkAeH/niIhTZS6tsB7o0oHQl4iQazahWeYj1oH1JOUL6DJgwNaQ7mIn3Pb2dqWdaWydlOfoSBjrNZ/Paw2j6/jY5j4YDGrdHqm2iNXRFH6ahPkg62NHtaznoS/jzI6ZP+sKEFjHkpY0QOuyyTmtabsA7TKf58AD1/vpF13tVuxWc4OxKUC1wcvo08jRYcBMiExwI1aDABtc58p9/6ZpWkVuGRS4X98bZcFnjsbwW4fiERCn9/htF2ByJIsCPysogzgLslsXmvfYTBODuGzwrSD4PD+M0oAwzy2PK4/P87/p2uwVmheykrGStmG0sOc+8rwR8DzePG57QDdda4ADnYjgOMqDgjZAQHEDgOxc0Ld3o1iW8oF6NnIYFXvA2TPzegDgslNg0MAhbUQbHLnw/QF03Bs59o4j5plBJtEXUg3M031ZuQNG4XXXEdpJsCOT+Tb/76gj4zLfss6mDwYLhX91dVXPpWE7v3+TjY3Xh0Z/me+43vLt8XttfC9ob/4w/zAPj8dGDD7PxtDjQtcwl7yj2YbY9UaMxzrfOsy/s7PGemTZtYyaN3195l1oapmAXlknM25HQWxLss6KiHq2HvV06FN43HV12Vb5/xyx83v43LQ2D/h/RyNNt/yawYodCvqBTrk+zv936f4cyc4gqcum39RuTeQI78QeqD0RJuHdKAZHNjyesBcQ4hCqtlK0gDhN5OPQ5/N5PZmXxnhAtQggaQcDHoMucvIwHTti8K6YR1eeOzfn9Q8ODmJtbXHw3mQyaXk8ESsBwAPDYPC5PXbTeDab1R079+/fb/WBwoOmEfGcUsJTctQnexrZy2A9buIXKzavNQ0Pw8XEWdFlY5AjfvQDX3If1+BAL6KKWfFYCZi/M7jwOPgOgxgRrW3J0DUiKqix0nA6lP593op5z/dHcWfFTD0TheSz2azu5MlrRcrRPOJm4GeD7PX0DhxSihFRI1F47PAc4yCyMxqNYjAYxKNHj2ohvItRKdIlqpGVpg1DKavonKMe/BbQ4Whdjo4C5ohq5Uilo4w2Mmtra3F8fNwyXPCxz5fxDiRHy2wQHIkDIAK4+cwRcQCsU0iWBQwYABeeg67IvHU2DhLj8zowv5wW3NnZaY3TEdCmaeqOSYNhdBL3BczRj0Ex+ow+Z7NZHB8ft3YcZmcCOjrdZjnIdHbk07JrOSXdRp8GE12NNedRKNPptGWfiEx5HOhigxrzLXxikElfXTWMGeB06U/brkxHmnWBdTG0d1TWc4eWjrRZ5vwbfzcYrM7EuqndqsgRA/e5PYAOFjQjwC7FGrHyXHOEJHtYXV4XyiorpHwv92vFRsoJxbC+vjhNGE8XQeH5bDd5Cz5DyYtozzOPA0YiZ+2ajVybxYm+NqiAI2gI/RhvPiQto/SM6PM10Ai6OK3D93m9/H2+X5fHjOG1p8t8uu5h3nMEErq7fsDCZYXidcj92/M1IM90KqVdB+U1ZV1NA+5pHsl/zAnlgWGwMff8rPhz43t4KYf6DY68LpnO+X0O2xvQZe/akUcUdk6nUhNoEGtgbJp6zRzNYD0A2Mz7JtnLa+nPuuZmx4lrbZCYo+nM9/mcK6dNTTsMbpYzA2KDOEfCbuJljzc7f/RvGgNQbKxyH6aTI9J5jJY/f57loev+fA+vwUfo8szLFxcXtXbKNKE/p1Nt9LPDjcxixzxPz8M8bJmFTgYa0Icz2OBbH1YKmMfGMAb3l3nW6+k1AVjmCNtNNsCOmmXJ9zJ/WcbzNfn3lr0sT9ZrNzXzArbspnZrIkfZI4MgJycn1XPgc6IuEauoiZW7DUnESlm5EI/mhXVzX16A6+vr+jgEPB88HQQGYOJQNIoqYsWk19fXdXs1NST21M04jgBZyKCd5xmxqBkYjUYxHo9r8WnEyjucz+etRy3wWwSO+SHgTkP4GT+cocS1CKs9cu7BGK2QECQLnL0LXvF4PG/WJR88aJ5yQS5rYsVmPrgJ7NEXYyU/ztoOh4st736chpWk+3cU1KfB5h0reI+uGWOnCfULjA06eBdhVr7Qmn5ZZyv97OlbsXPGyWQyiYioUTLGDx26FJ1TrPDAaDRqed/Qh5Qf9ybS4DHxPWuBt8pvPvrRj8bHP/7xOD8/jy9+8Ysth4utyLyHRnZmmqZpRbEdlndhLPJEsyOBjFrnQCfvOoT+5jPe54gQa+2oG6UHzD3LczYa0CA7Xdn5sFyiL6wTbbzpv5QS4/G46gPWFh4g6sBrBu5+JJHPsjk/P69HWGD0TXv6NG2wH+hVFz7Da67p4o/fvvLKK3Ujzt7eXgt0wvPM3fyf+fb6enE2GBFXeLXr2YDMDZrwP3LitRoMVvV88Nr19XU9KoT32UlE1unXOtEBBvMh8zFQ8lgN7KC3eQ/bYZ0J/e3g2S57nQyOnDq1TrONyE6GdY8zF9lRy+1WgCN7FdfXq+dWocRsgCg2jlgdt54jOXhXXJcXnoXuimqAnP1gv+yt2PDbi8hMTcid32HEYU4OI8NYRSyU6enpaTWW7OBDodnbMe34n/msra3VXUf37t2Lw8PDWFtbq8cREM7mXnj77GpwmB8AhPGdTCatFI9Rvmlpo+hX0xVBziAJIbZAWznRLMyZHlyfDZa9cHggHyzme9lAYwDx3h2hgT4UTsPDjCWvEWN2ysKKDF4zXXKaM2IVMseIWUGz88XhfxQrfUes0ncO//vwU2i3vb0dT58+fS765SitDa0jL/AItIefeTYVAC97f+gD5sj1Lqom/T2fz+OTn/xkVcamnwFqBkIATuhvnTGbzapXHtE+vborWpFlwYAPuXDqnrkbOEML5oZzhV5Ab/ixDF2OHGvBbjN0TwYEBproL/qgb6c2/J3nbsNkJxdgn2XcKVeD/exYsOPTqTHGSjTejtza2lrdUu8H8fIdNXw+/8lrPJstzr/hvdcY/oEfmSt0tDM4Ho9boCnbKes/wAT8zTytO1i7rL+6HPGLi4tanD0ej1v6zGDDaU10nedq5wp7y/3tbHN9RLvIezBYPNbq9PS0BjVMB4/L+t18ngMaHEfAGJBVA2ciQ9DLoBlnGVp3tVsBjiLiOWFCMecnd+c8sr0/K0EIkBFnVt5meoQDJW9QZAIT6bGy5X6O9AyHw1aEC8FGaI1qh8NhPcyLQ/dsFGBio3bm4LnwalqyLRvhMrJHOSGI9rxMW+/ogO4IvVE6a2nvl8auDcYIIMQY5fWwIvVn0I5mANLlDVjAs5Li3g7vMx8+s0CxFtkollKeSzV1gbkukGRvyGtowGia8lsD74ioEQkbWq9N9pr4zjUw/g2/s6JzxMrzsaL2eO1VcnwA4DHLa1dfjuhwrQ2qoxp4kES3nFZ0VA76w3/w5NXV4nRzzvsx71hJew35P0dgrHsYl/WE+dd9IbcGXuySy+lDA/CuyKnXPgO2Lr40mOqKemZg79oegz7f3zoBvU3E0lHOLEvZsTLwsn7n9zlCQD/8xqCyaZrWoY4Rq5Q7n7HePnQVWuQ19uNjHGHL8gz/GZyiizNvZtrliI4/d2TVvGE59m9s07xWXfbRIPuddJKBGb91nRl6JPOnAdRN92DcrKF/44xEBmhes9zQKbZPud0acGSlDBAwakcIs0dkwISxzuckmcDci/cQCQVkb9cerI0RnqSBBcJkoSB14V13BiTX16uHaw4Gg/oMHcaJp0VjjszbisoCZOECYHKCswsZr6+vYzwet0K8BqYw5Hw+f867wLAQvbOBM0BkzihO1gbaei2z0SHkCwCzcswCcBOIMl22t7frwYXmA6Jf8A+G2ArPxmMwGFTgCp05uLQL3HWBAOifIzDQy84Axp11cTiZ9SilVH5xusVAyQd6smEAD9NAxECeFKvHgxdoI763t1e3FbOG8ABe2oMHD+o5Zqenp62iSvgGehAVQTYtQzgmPmEb7xHwxRiapmmdRm5QQV9OIzsSDc2dfrY+gc8dZbKusrNkcGY9ZIONzuC+RAP8e0c6PAYfGAtINyh20bmjAzbg8BrXEcUzb8JLyAx6AF7IwJd1oG/zEX3lqEV2LhzZxjH0+U+sG84Bzqd1a46qAHTPz89je3u7FbVjTSMidnZ2WhG/vb29qqeZG2sA7b2+6Agb8slk0toU5EfJsHbOFHSBJQM+8wTrMZ8vHha+s7MTk8kkjo6OavTIsgZAQL58D/px+pS15xof9Akfcv6WN4D4eBnuB8A2kILX0bXYC3SVD39EL/I5/Oh7c3/LqufjovvcbgU4ykgXpcjCwCAsPnncq6vF08+9ywBFaQ8/G1KItbu7G6UsCjip5TAat3BHtD2YyWRSozEOifI9yhpv2SF8vA0/UND1Nzb+fkJzZoquRxlERMsQIEQINzvirKShlWsVAAMGnLPZrD7eIGLltSOcADzGbmWL8uZYfkcA7W0YPCDAfu+IlSM49npyn1zrwwaz1+jaFfp0WPbq6qo+ewwAAr38nD0bQ/jQ/Gcjyf9Wnlnp+vfZWHqNGYsBHrLCQXikR6GHgRZjACwQvWRMKJvJZFIfb7K5uRm7u7v1Pjy/z5GKjY2NeO211+q47T3yGAXoaV1guuOMMGZHWSwr8DrznM/nrQ0EGxsbNTXv9bQzg8GZzWa1mNXRRmjMfTEwEdHajWbZtedsXkYu/Fwqe/Y4M6wFxpN1i4h6DWsG/XAwrf+sEwESeZOGX+2o0a/TKAbgAEivD3KFLqAvUqCmKf3ZEeG+9AsNfABk06yexQnfWz6s55BTp4upH2Xc0BhgxW+gMXpvMBhUEGB5BZRxDX1GrGqkHOWEh+3429HhganQ02vMPHw2WETUmq/Ly8uaPiQz0aUz5vN5tYHmhwzKkMGzs7PY3d2tGZT8SBEcZuQaXY/8c7QGqVKcJ3jTEahs36CDo71ZlzoAQeMe4An425HO3G4FOIpoh/nz1lojPxtve0Z5QSOiMjWfR0RrEff396uXaaXHGCJWZ4PkPvxZjgQYdV9cXMRoNKpAiNNUXWfh3DlM5Pvl8CwGk2hX9owySGiaJk5OTuppoI565JSOG4bRxcKskxF4jqDZw7UnylpYcUED5ur3jtqYF/w+j/kmvqI+wAWYNKdpDVYcrTLP4d1bsVmRDAaDViGt+8jN6Rhfw1gM2pxntyFwXygPxgJfwDOOcjjSGLE6pTeDRDxrP/SWdeVBvABwfgN9Hz582KKD5wbvG6QzDgwBaw5wOzk56Vxj+s6OASDB+sR9u97EusHRRUdCPGbATkS7AJfx2rny/S07mX9NI8bFeDLvwwsGQY4KdDlNGQSRpve9+d8Oonmb700bP6LDcmPgDS96/uYzdJuNHGP1+DxP66AMrHFQcorU9HUziMxOjaOABuTQlbFZ3wGy6dsRMkc9bcvyeMguuMTC6w+Ac6TEa+NNHwaK5p9SVimriPYzD7v40kDSTqHn3VV/yHo52phtFjLLe6cMTZ8MvKw7CCZ4ndBVPLmAdck61O1WgSOI4BDYfD6vRW2llJr6Qmkg3FmJRayKRDkF0wI7HA7j4OCgPoCT/DLPShuNRpWhOGfEoIeCPQr/mIMVyGy2OIzr9PS0piHW19dbDxYlbGvhtiFzwV/2PEH87FDIkSfGAyNQi9E0TYzH4+rtWdFngXCKE2EjLWIlxZH0RAuOjo7qSbDux4Y5h4pNQ+jn8dhgmW+y8nR//tweihW/Qa2LUl3o58gHwnV9fd1KIxAddB1WDlWjDDx/lAnpDxf+DgaDGI/H9ZEazIcxsW6OTtoDxuPF+O/v79cnUttg0+/x8XGNdu7v78dsNqt8A7389HIUqRXvfD6PBw8e1PNXoL29NCtWogF2Zgzeh8NhjfLk9YX2yJq9b+7tCNLp6WnLy2ediAA6zYV8Y+QMPG4Czevr663f+eRi5mTjz+YG7ol3jhcfEa3ieYMvjOZgMKj1igCVLBdOMXWlT6wz4D0aBtnF0HbG7Klnp8X9m098dpLBPmPLIMO7o2azWT0Ik7nBJ5Zf+kZOoCd8Yl6y08AYbDitc+x0mA6WSesPvrd8YrdyJNK6CIfEET9AjB8VwgNYNzY2Yjwex9bWVhwdHbVq5JBZeJH7IpvWf9DE481AlygUa+IoLqdxE/G07KOXNjY26pi4p3f7Mn+n8PJaWCez9szL0SpnCcxTXYDU7daAI4QdItjQUKcQ0S6CJLyWhZXrzEg8FHQ+X4SUHYIkJeCQGznSHOrOIInoyuXlZQ3RRqw8ovX19Tg6OqrMQqjdwpAZFkZyLYwZlPlFrM51QdCsxDGSMDMKfzgcxtHRUezt7UUppdKGOXl89DUajWqdyPr6euuhlCg75nB2dlbBq1N6jMEK1UycvROnpbIXznVd4MoeGY37I0B+Er0jPzaOBtsGTn6GldfGXjafofRt7OmPtWGdMDwu9nfEDq/LvA5Iw1OKWCgZdhdeX1/X87LYveg0TfakTbODg4NaZ4FxwRO1Qs/t1VdfjXv37rW+M0AFrEAflFc+ksH1PtRoeDMCj6QwuAdgmqYuxgUowpuj0ajODefIsu73gDDuY4+f+3jd4Q/rK9YcfWPAZb0HjUn/2chCx3yQLDqSw1rhdxsRxuhNH/a8PU8bSubo6CRRGQMf1tKgk/Gi17oiDz5zxjqQPnwfg0DGZB6OWEUfndbneoNu+olYHf3BGqN/TQuvL6CMOjX6M1CgDAG5AdixHgYZbAhwfZ11xcnJSdVf0MFOLc9XM2h25IpX+mTM8A4OCJ9ZVxs4OqLDehls+rgUdo0xB+zGZDKJ+XzxrEPbbHScx259SLqcwIf1NaCL/roierYj2OKb2q04BBJGwit3CBaw4vA7wmsDZqVKnxGrqACLB0F5byHhdwZEZibubQ8ugyUrMEdtHLq2gkMQuS+Cy7U5/N5Vw8K8zGSMxePiOxQAwDBHcOwtGIlDO8bO/anXYr6MBWUDKILejnhYqWT68L6L/vl9bp4H7+Ete5b2LqmtsiGykbVBtAdIv04D8ce1ngvXZG/IIAxD6ojSeDyuXhl9kuJjTQH28ITXwtt9zVNOv5iPoMXp6WldXwNmrx+/d8SJMfherivB8fFnXr88Rt8PXrIypZ4BQ03KD90BQM3OCIYQfoU/bVhRxlnBcl/TxDokOyvQH/lxSswpE3jKvGN9xGe+zjJnw+f7mo+hr49hMM9Y/pF17pXTWF6fvNbmG2hvPQRvsp5Zh1oXQzdf46gKdMyOjgGU9SvOQgag1olea+7F/fjzYaS8b5qmpRe99gY2eT7ZjljfXF1dxeXlZa39Ozs7awFL+HU4XB0Vk+1YdmqQUZyGLkfJ+tJ9YJvdXLrAWiBPpgXAEjnxumRecaoNPsk8iCNA/7SckuM90beb2q2IHEEEt8vLy1aIjdA73nDEgoiE5tgmDgG9iC6mI4oE8+7t7VUPiOI1o3YLZxaeUkpFnyzwzs5OTUM5lM94ETrGZ8OAYraSsHeVAaGN0ny+SD+CyCNWyNlChgGHDufn5/Hw4cOWB0PLtQEIhD3kUhYhWyt5MycMm+uxULB4ty40dHTMoA1hyAXl5iOP38JMtMvpNBujiFWO394Sc6Xo0+F5lBgAmzSiAWdeb+bliNhwOKw7qnx2EvUGvk9WWI5asO0YA8lDVgF9+/v7rUcMkKojCsF4fHaVI2zT6bRVSGsZGQ6H8frrr7cegTOfrx5TktPfJycnrToVpwCyEmWuXJs9QoyyC1QxEvbsXWAPDWazWS1OtgJ1LRJrCGhyzQSyPhgMWvWL0MQgC3kwr9pz9yGJ6D/WG8BjOaDZOFKH6EgPv2dsBmcGbvAA/Ev0AVmFL6fTaTX6fuSIDRwyYR0EKMgRQq4dDAatgwItW6QeWSOiLOiDHGHnr2lWqUrvYraORMZ8XEl2ym1LKHRGD7Aujjzl9BgyDt0x0KPRKI6OjlrR/aurqxiPx9U+UNOXdQiP1BkMFo9AAaBxTMHBwUEr0IBNMf8YmCPrZE3MG262Kegg22/Gyn0Mks338L6BMTIN6APosQFrPB7H8fFxnbcje9nZZb3QGaWUGslDv1AS09VuDThyaJdoQ/ZSABwm9NbWVq1/gamzEbfSw0OgLwxaKSXe9773xVtvvVWZzJ5S9iSsfFDoGxsbcXx8HJeXl/WEVZSHI00O5fGdva6sOD03GIKxwDiMycJnj8OKBqMAMz579izu3btX+6JvK1BeUWCk8jC++b4GjlaQHkv2dM3E3IvG75zPN3hl/vYQ7a0bWEZEa3eEQ9knJyfVyGII6cNpMJQ1IWPWy8XEKGvGBEgxnemXehdOg0dwDRozL6NQnZaZz+cV/EMDFC21dU6pYcxsXBgvu88AXYBL0xpavP7661V2aQBJ7n1+fh7T6bR66661cUTKfE6fODikRwzqAF7wCXxt/jW4xVCyc83Xeeswskr6yfQyEMfg2+i6Px/iyPXogohoRc+sj6Ch+Y7fMg4f8sn8TUenvpAtHE0fZOqoCPzHAYL0x/foYtYXPrbzYyNuepi2jsSiD5gX6wDwyjJtHrST6O+8cSIiahrSRcqk9QHsyPv29nYMh8OqwwzKsA9OnVombZz5DaDVhf8GzIyB08DRH4BSols5mkRzCcLTp09bYMF1WOZL7u31QT9kPoZvzZueB5EYxtLl4DrrYB7Ndm1jYyN2dnbqeC4uLipYIq3mU96JnprP7VjYkXegJDvHuZV3+vK9aqWUk4j49Isex3vcHkXEWy96EO9he9nmG/Hyzbmf791vL9ucX7b5Rrx8c/6TTdO8kj+8FZGjiPh00zTf9KIH8V62UsqvvExzftnmG/Hyzbmf791vL9ucX7b5Rrycc+5qt6Igu29961vf+ta3vvXttrQeHPWtb33rW9/61re+qd0WcPQvXvQAXkB72eb8ss034uWbcz/fu99etjm/bPONeDnn/Fy7FQXZfetb3/rWt771rW+3pd2WyFHf+ta3vvWtb33r261oLxwclVK+vZTy6VLKZ0opP/Kix/PlaKWUf11KeVJKeUOfPSil/Hwp5XeXr/vLz0sp5Z8u5/+bpZRvfHEjf3etlPKBUsrHSym/XUr5rVLKDy0/v8tz3iql/HIp5TeWc/6x5edfXUr5peXc/mMpZWP5+eby/WeW33/Vixz/u22llGEp5ddKKR9bvr/r8/2DUsonSym/Xkr5leVnd5mv75dSfrqU8jullE+VUr7ljs/3a5dry99xKeWH7/ic/85SZ71RSvmppS6703L8btoLBUellGFE/LOI+I6I+LqI+N5Syte9yDF9mdq/jYhvT5/9SET8QtM0H4yIX1i+j1jM/YPLvx+IiJ98j8b45WyziPi7TdN8XUR8JCJ+cLmOd3nOFxHxbU3TfH1EfDgivr2U8pGI+IdJUA4WAAAE2klEQVQR8eNN0/ypiDiIiO9fXv/9EXGw/PzHl9d9JbYfiohP6f1dn29ExF9smubD2t58l/n6JyLivzdN86GI+PpYrPWdnW/TNJ9eru2HI+LPRsQ0Iv5L3NE5l1LeHxF/OyK+qWmaPx0Rw4j4nng55PhLa/nk4vfyLyK+JSJ+Tu9/NCJ+9EWO6cs4t6+KiDf0/tMR8dry/9dicbZTRMQ/j4jv7bruK/UvIv5bRPyVl2XOETGKiF+NiD8Xi8PT1pafV/6OiJ+LiG9Z/r+2vK686LF/ifN8PRaG4tsi4mMRUe7yfJdj/4OIeJQ+u5N8HRH3IuL38zrd1fl2zP+vRsT/ustzjoj3R8TnIuLBUi4/FhF/7a7L8bv5e9FpNRaK9ofLz+5ie1/TNJ9f/v+FiHjf8v87RYNl2PUbIuKX4o7PeZli+vWIeBIRPx8RvxcRh03TzJaXeF51zsvvjyLi4Xs74j9y+ycR8fcigmcLPIy7Pd+IiCYi/kcp5ROllB9YfnZX+fqrI+JpRPybZer0X5ZSxnF355vb90TETy3/v5NzbprmzYj4RxHx2Yj4fCzk8hNx9+X4S24vGhy9lK1ZwPA7t02wlLITEf85In64aZpjf3cX59w0zXWzCMe/HhHfHBEfesFD+mNrpZS/HhFPmqb5xIsey3vcvrVpmm+MRTrlB0spf8Ff3jG+XouIb4yIn2ya5hsi4jRW6aSIuHPzrW1ZY/NdEfGf8nd3ac7L2qm/EQsg/CciYhzPl4D0LV48OHozIj6g968vP7uL7YullNciIpavT5af3wkalFLWYwGM/n3TND+z/PhOz5nWNM1hRHw8FuHo+6UUHsvjedU5L7+/FxFvv8dD/aO0Px8R31VK+YOI+A+xSK39RNzd+UZE9bSjaZonsahF+ea4u3z9hxHxh03T/NLy/U/HAizd1fm6fUdE/GrTNF9cvr+rc/7LEfH7TdM8bZrmKiJ+Jhayfafl+N20Fw2O/ndEfHBZKb8Ri7Dmz77gMf1xtZ+NiO9b/v99sajL4fO/tdwF8ZGIOFI49yuilVJKRPyriPhU0zT/WF/d5Tm/Ukq5v/x/OxY1Vp+KBUj67uVlec7Q4rsj4heXHulXRGua5kebpnm9aZqvioWc/mLTNH8z7uh8IyJKKeNSyi7/x6Im5Y24o3zdNM0XIuJzpZSvXX70lyLit+OOzje1741VSi3i7s75sxHxkVLKaKm3WeM7K8fvur3ooqeI+M6I+D+xqNf4+y96PF+mOf1ULPK5V7Hwxr4/FnnaX4iI342I/xkRD5bXlljs2Pu9iPhkLHYRvPA5fInz/dZYhJ1/MyJ+ffn3nXd8zn8mIn5tOec3IuIfLD//moj45Yj4TCxC9JvLz7eW7z+z/P5rXvQc/ghz/2hEfOyuz3c5t99Y/v0W+umO8/WHI+JXlnz9XyNi/y7PdzmPcSyiIff02Z2dc0T8WET8zlJv/buI2LzLcvxu//oTsvvWt771rW9961vf1F50Wq1vfetb3/rWt7717Va1Hhz1rW9961vf+ta3vqn14Khvfetb3/rWt771Ta0HR33rW9/61re+9a1vaj046lvf+ta3vvWtb31T68FR3/rWt771rW9965taD4761re+9a1vfetb39R6cNS3vvWtb33rW9/6pvZ/ATt/cxE160//AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import solaris as sol\n",
    "from solaris.data import data_dir\n",
    "import os\n",
    "import skimage\n",
    "import geopandas as gpd\n",
    "from matplotlib import pyplot as plt\n",
    "from shapely.ops import cascaded_union\n",
    "\n",
    "image = skimage.io.imread(os.path.join(data_dir, 'sample_geotiff.tif'))\n",
    "f, axarr = plt.subplots(figsize=(10, 10))\n",
    "plt.imshow(image, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a panchromatic image of an area in Atlanta. Can you pick out the buildings?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"300\" height=\"300\" viewBox=\"733583.0 3724671.0 486.0 486.0\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,7449828.0)\"><g><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733631.0170929858,3724696.5633974737 L 733637.9168747208,3724689.0 L 733626.7581418768,3724689.0 L 733624.9044655315,3724691.0319631575 L 733631.0170929858,3724696.5633974737 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733824.1949543539,3724717.886300035 L 733841.6717124128,3724724.860320621 L 733845.4273431918,3724715.5075878273 L 733827.9595765143,3724708.544878868 L 733824.1949543539,3724717.886300035 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733808.8250407701,3724703.694553497 L 733812.6944601249,3724699.5717061004 L 733813.8102711653,3724692.26319122 L 733809.8340303228,3724689.0 L 733793.8444975221,3724689.0 L 733808.8250407701,3724703.694553497 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733707.92378571,3724706.184113433 L 733716.7515066933,3724697.8206164776 L 733709.2147418628,3724689.4022452044 L 733706.274902248,3724694.2358607524 L 733708.1541350954,3724696.7343073823 L 733707.5398871852,3724700.2262746296 L 733702.7473996087,3724701.851826102 L 733707.92378571,3724706.184113433 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 734044.2562989604,3724728.5383796208 L 734044.1492004327,3724737.8691356764 L 734051.0,3724737.929291645 L 734051.0,3724729.625226941 L 734048.3987880336,3724730.7259177393 L 734045.4942009457,3724729.545217602 L 734044.2562989604,3724728.5383796208 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733797.1936128609,3724803.425375143 L 733809.6519044293,3724803.3962563686 L 733810.3140925907,3724796.7980432673 L 733797.5299225575,3724796.4862772548 L 733797.1936128609,3724803.425375143 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733998.172171952,3724738.9553711815 L 734005.0870857731,3724738.9909682297 L 734006.5393646169,3724733.876970435 L 734005.0366727548,3724732.308777936 L 734004.7006727001,3724728.960097201 L 733985.1767137985,3724727.518070546 L 733980.7932737338,3724729.4975051116 L 733981.3331666137,3724735.9030932016 L 733988.4820604768,3724740.8052854333 L 733992.5343897284,3724740.981871584 L 733996.5844797782,3724740.869858386 L 733998.172171952,3724738.9553711815 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 734011.3064653866,3724738.9984956817 L 734020.3627104248,3724739.9187152097 L 734021.8689120662,3724735.638380895 L 734030.8063044569,3724735.723363324 L 734033.1271727842,3724732.2952620974 L 734018.8048500791,3724729.5818001567 L 734016.222719809,3724732.304357184 L 734011.8834012514,3724732.4758905596 L 734011.3064653866,3724738.9984956817 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733637.7125688475,3724812.6441896483 L 733637.9358112434,3724818.720185527 L 733637.9839776725,3724821.695598627 L 733645.8354629327,3724821.3875350426 L 733648.8287016702,3724821.2163285716 L 733648.6566029846,3724817.993740823 L 733646.1854214412,3724817.312033404 L 733644.1878268645,3724817.385428 L 733642.7001268208,3724817.105018283 L 733640.48564888,3724816.174316431 L 733639.6979137001,3724812.692572095 L 733637.7125688475,3724812.6441896483 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733922.2774279697,3724836.25227195 L 733926.0875217691,3724819.343201763 L 733916.4119761939,3724817.1760848835 L 733913.9232715506,3724828.24659085 L 733907.9959215265,3724826.9255927396 L 733906.6742822074,3724832.775251807 L 733922.2774279697,3724836.25227195 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733960.7732791434,3724839.677568545 L 733961.1847947765,3724835.7478430904 L 733963.223460652,3724833.611300308 L 733963.6073688874,3724830.8128908374 L 733962.5024546214,3724828.9214732433 L 733960.1941020985,3724829.1758834925 L 733957.9640564766,3724830.786153581 L 733952.5260776702,3724831.47469828 L 733949.7615299978,3724829.1210614345 L 733946.7395617992,3724828.947437366 L 733946.6827545385,3724839.644461845 L 733960.7732791434,3724839.677568545 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733644.6667829328,3724887.6246686783 L 733646.397882855,3724883.2498894418 L 733647.6174278711,3724863.6807027743 L 733636.3985221775,3724862.3751862575 L 733636.4464084997,3724866.5047752038 L 733636.0682209872,3724875.928781075 L 733635.7703543534,3724888.151417502 L 733644.6667829328,3724887.6246686783 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733633.917563494,3724917.3270592587 L 733644.0265766426,3724916.940842033 L 733643.0617814267,3724892.1578920023 L 733632.9527424234,3724892.544111664 L 733633.917563494,3724917.3270592587 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733645.5328819009,3724858.1808267785 L 733646.794668328,3724849.066900497 L 733648.4276150104,3724842.625518082 L 733647.7091806562,3724835.538641034 L 733643.6182710682,3724833.5190044786 L 733637.6920605887,3724833.674225234 L 733636.8925750719,3724836.007498409 L 733637.4193335993,3724844.8653682093 L 733637.0963309241,3724858.119497096 L 733645.5328819009,3724858.1808267785 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 734039.9512753953,3724957.3617012096 L 734020.1418152759,3724955.8460081257 L 734019.5155234723,3724964.009905668 L 734026.204987839,3724964.5283370456 L 734026.000307233,3724967.2090434604 L 734028.3534627506,3724967.3996630227 L 734028.1618493187,3724969.9253171864 L 734033.767503977,3724970.350708946 L 734033.9985933325,3724967.348806756 L 734043.1064217889,3724968.0483656595 L 734043.6924466193,3724960.393990571 L 734039.9512753953,3724957.3617012096 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733898.2977676888,3724968.3651966103 L 733897.317986879,3724965.9108442147 L 733898.7835160686,3724963.2941940124 L 733898.2493866459,3724961.2169464743 L 733898.5188541005,3724959.3035783316 L 733899.4378011642,3724957.7833860535 L 733896.3283202938,3724957.7741085105 L 733896.3161382216,3724960.9367225086 L 733895.2951069264,3724960.934007438 L 733895.2717848506,3724968.357956335 L 733898.2977676888,3724968.3651966103 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733716.6062421321,3724973.755641771 L 733725.094902681,3724960.6339925793 L 733721.8372391233,3724956.8034749054 L 733713.7698535478,3724952.644841765 L 733711.143068719,3724957.585964889 L 733714.034097262,3724959.321132002 L 733712.0848552531,3724961.981503694 L 733706.6999922142,3724959.353198084 L 733702.6524361105,3724965.458262466 L 733716.6062421321,3724973.755641771 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733653.1326928001,3724949.3245203947 L 733648.855268121,3724922.5852838326 L 733642.8083045555,3724925.412150491 L 733636.7858552651,3724926.8523793984 L 733638.0802132279,3724931.256500166 L 733642.4909367257,3724931.19752501 L 733643.0288657807,3724937.691814653 L 733641.6848001335,3724942.5643345243 L 733641.276853827,3724944.829464028 L 733643.2673519406,3724949.6167828296 L 733653.1326928001,3724949.3245203947 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733873.5000910137,3724936.930156772 L 733873.772848042,3724947.0581244715 L 733881.7241386521,3724946.841479253 L 733881.803844684,3724949.6622986495 L 733887.5908418628,3724949.503837335 L 733887.5185205631,3724946.7608834533 L 733898.1167903156,3724946.4867527657 L 733897.8456824437,3724936.2922349805 L 733873.5000910137,3724936.930156772 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733842.1178386216,3724960.036273915 L 733848.9199410282,3724958.981422423 L 733847.9808774524,3724952.954536063 L 733864.9394952115,3724950.3273856263 L 733863.3654861206,3724940.2675570548 L 733847.0218520355,3724942.7987333313 L 733846.7407079919,3724941.005108901 L 733839.3235929934,3724942.155940911 L 733842.1178386216,3724960.036273915 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733614.6924076959,3725025.91770485 L 733618.2329309537,3725025.759830723 L 733618.3612589325,3725028.493043821 L 733623.4073750104,3725028.260883178 L 733623.2266384158,3725024.2501330273 L 733629.2206437828,3725023.974487836 L 733628.4996830962,3725008.2311783866 L 733624.4670389239,3725005.347326851 L 733613.7709592135,3725005.8302302198 L 733614.6924076959,3725025.91770485 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733665.7735276256,3725010.3493003612 L 733682.1666853803,3725001.9704344356 L 733678.3373996496,3724994.5524691623 L 733663.3621116953,3725002.2667326797 L 733662.8838145954,3725004.7521052393 L 733665.7735276256,3725010.3493003612 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733984.247434899,3725029.1707124477 L 733984.4697207868,3725037.1777552096 L 733988.2669328224,3725039.4345362317 L 733990.833932526,3725040.7512598857 L 733991.0395219508,3725035.7511051437 L 733997.4837960453,3725035.664246739 L 733997.3981874898,3725028.903508787 L 733984.247434899,3725029.1707124477 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733817.0603081038,3725026.023760434 L 733816.3038187936,3725016.316818533 L 733814.3191347457,3725016.623545988 L 733813.5918415823,3725009.5253297547 L 733815.5721987821,3725009.3960633464 L 733815.1404528896,3725001.21745851 L 733808.1022396509,3725001.6783826714 L 733808.2379166528,3725007.152969629 L 733806.6087256233,3725011.152880643 L 733803.9979740256,3725014.673837822 L 733804.4730999193,3725017.6485719644 L 733806.2293102738,3725019.4781701737 L 733806.0578217823,3725022.7034844873 L 733804.3332492979,3725023.3827893203 L 733804.6070628576,3725026.618964031 L 733817.0603081038,3725026.023760434 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733862.7082527631,3725039.8887539464 L 733873.4676455667,3725039.4742617295 L 733872.2130342325,3725014.0404852326 L 733862.2528768998,3725014.796318253 L 733861.0657965264,3725019.3175118575 L 733860.4560225329,3725022.243588592 L 733864.3001928052,3725024.4792674757 L 733865.4085406498,3725028.5126593844 L 733862.3430765319,3725032.7882666755 L 733862.7082527631,3725039.8887539464 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733714.0787360868,3725075.9058534023 L 733714.8231689341,3725080.019134919 L 733719.0467681126,3725079.2564692157 L 733718.2930598921,3725075.142961102 L 733714.0787360868,3725075.9058534023 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733807.0207376203,3725056.298199353 L 733817.259235285,3725055.9264312275 L 733816.3346711559,3725030.6560939015 L 733806.0961467761,3725031.02786448 L 733807.0207376203,3725056.298199353 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733719.8861596049,3725062.3415080984 L 733722.7398386663,3725060.657610791 L 733723.7633531808,3725062.0809026915 L 733727.6446033781,3725061.653928932 L 733727.1842258985,3725058.834930552 L 733737.7018444873,3725053.4869167563 L 733736.6095088164,3725048.0333999433 L 733735.1215616291,3725043.957477799 L 733732.9196296391,3725040.2303793426 L 733731.0327199541,3725038.4309024117 L 733727.1292031354,3725039.390032828 L 733715.5505563915,3725045.233793379 L 733711.9738857773,3725047.2552003325 L 733719.8861596049,3725062.3415080984 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 734010.3224961329,3725066.0530699883 L 734002.1520900008,3725065.742649261 L 734002.4634896205,3725057.548868575 L 733989.9524791377,3725057.0881150183 L 733989.2892909389,3725074.7509533833 L 734009.9706763278,3725075.522128228 L 734010.3224961329,3725066.0530699883 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733869.0376734694,3725063.9148169304 L 733868.9488070915,3725060.328016447 L 733869.6994395868,3725057.7161185583 L 733869.1277391611,3725056.037481419 L 733870.6939834971,3725049.6721837744 L 733867.962342514,3725047.8742656424 L 733866.3642849091,3725046.7920744387 L 733863.2434677396,3725044.5851380927 L 733863.1836292207,3725042.8524008384 L 733862.0128204173,3725042.9015244385 L 733862.1953127511,3725047.9777315077 L 733863.9102622684,3725049.595474376 L 733866.0305435272,3725053.2429296593 L 733865.282733294,3725054.978159907 L 733863.3075643864,3725056.417098032 L 733863.5020391273,3725064.046122215 L 733869.0376734694,3725063.9148169304 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733819.3358456086,3725081.5356114274 L 733818.5890806771,3725066.102373759 L 733815.1555303803,3725061.113343438 L 733811.2144734941,3725061.3279628837 L 733810.3846442106,3725062.239949476 L 733810.5231161716,3725064.174366269 L 733811.440289434,3725067.2930579595 L 733810.9163491436,3725070.8871058035 L 733809.174980869,3725073.3971576653 L 733809.3493990769,3725081.469605537 L 733819.3358456086,3725081.5356114274 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733601.0,3725137.5774480817 L 733604.893619948,3725135.0932131168 L 733604.1744746959,3725128.4169420544 L 733603.7437976794,3725124.377905529 L 733610.6898798142,3725120.0747172264 L 733610.0592076512,3725110.14891388 L 733601.0,3725111.934446161 L 733601.0,3725137.5774480817 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733998.347550055,3725137.941802813 L 734009.3487383149,3725138.265837647 L 734010.0092742653,3725115.0095659615 L 734003.3396243925,3725114.8245595424 L 733998.8443895478,3725120.630035975 L 733998.347550055,3725137.941802813 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733843.1012182066,3725139.0 L 733840.877073247,3725134.199127878 L 733839.7317500191,3725134.7260860684 L 733833.3739043216,3725120.9982284573 L 733824.2304092308,3725125.192175134 L 733830.6261150615,3725139.0 L 733843.1012182066,3725139.0 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733933.0536436529,3725139.0 L 733933.9817201021,3725136.4485361483 L 733932.7244511797,3725136.6176177035 L 733929.5668222798,3725137.0621654005 L 733928.7013065924,3725138.29511169 L 733927.6835884671,3725137.016209401 L 733927.9527152653,3725134.7366011105 L 733928.7416258182,3725132.4585789866 L 733926.8938470534,3725130.9596582646 L 733925.4610977736,3725129.5707470756 L 733925.6160078698,3725131.9716822673 L 733924.3034505339,3725134.0260655675 L 733924.0308809181,3725136.827193053 L 733923.1502094294,3725138.681254582 L 733923.0579070945,3725139.0 L 733933.0536436529,3725139.0 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733644.6365685287,3725102.5349914287 L 733654.4929003743,3725096.8933284255 L 733649.8501475626,3725088.956138698 L 733646.5755223121,3725089.6309841196 L 733627.6841221707,3725099.5915035647 L 733630.799799439,3725105.4383507594 L 733640.7953608243,3725100.17739683 L 733644.6365685287,3725102.5349914287 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733667.9773947647,3725090.1637319652 L 733676.1991853588,3725084.9372618264 L 733677.6776989977,3725082.165529308 L 733680.1788360308,3725080.4730267795 L 733682.073956778,3725075.0812439397 L 733686.535091508,3725072.570883402 L 733684.217532262,3725066.7323741093 L 733679.0640457304,3725068.7042569206 L 733676.8804731504,3725071.4588028723 L 733671.3487787903,3725074.4757723287 L 733667.9152250204,3725078.243055401 L 733663.415438751,3725082.3394837305 L 733667.9773947647,3725090.1637319652 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733884.809803572,3725099.2581011644 L 733887.8206672466,3725100.2637867765 L 733887.9790426984,3725096.8161927843 L 733889.3994028347,3725094.908708233 L 733892.9694864268,3725093.9193129307 L 733895.1399702698,3725093.6060381057 L 733877.7634535687,3725074.1824226193 L 733875.624623022,3725075.8615198154 L 733873.8336031385,3725081.1670293515 L 733874.9662489059,3725088.0087937857 L 733884.809803572,3725099.2581011644 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 734009.236382942,3725109.785761668 L 734009.7522707604,3725086.370588717 L 733999.1941561957,3725086.146156996 L 733998.721341389,3725107.7978064106 L 734002.7571271318,3725107.885221908 L 734004.2172311309,3725109.6743390188 L 734009.236382942,3725109.785761668 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733830.5822355597,3725115.1925023664 L 733828.8238118844,3725103.940700557 L 733826.4383385531,3725104.3153336057 L 733824.3105155638,3725090.7017619596 L 733814.2193720816,3725092.264592102 L 733818.1056461318,3725117.1299595395 L 733830.5822355597,3725115.1925023664 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733653.9399147087,3724982.094132592 L 733664.7474780681,3724978.5620628325 L 733656.6058242321,3724953.8372365553 L 733645.9671190435,3724957.295747283 L 733649.0782112544,3724966.760403644 L 733654.4181229299,3724970.852504898 L 733657.4414318016,3724975.920252304 L 733657.7775342925,3724979.268915843 L 733653.9399147087,3724982.094132592 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733804.6082468455,3724992.315301817 L 733814.8887899828,3724991.744788536 L 733813.4771043155,3724966.2739098053 L 733801.9045729224,3724966.912798857 L 733803.0196503913,3724987.0383372316 L 733804.3116090804,3724986.9699647464 L 733804.6082468455,3724992.315301817 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.24\" opacity=\"0.6\" d=\"M 733864.3159494833,3725008.232279122 L 733873.6415577773,3725007.99366806 L 733873.2471228365,3724992.5801148545 L 733877.0460774726,3724992.484129029 L 733876.7628160929,3724981.64563614 L 733859.9042054494,3724982.0778109464 L 733860.0670300581,3724988.3410161496 L 733863.800775169,3724988.2545321565 L 733864.3159494833,3725008.232279122 z\" /></g></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x7fc8ccea45c0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf = gpd.read_file(os.path.join(data_dir, 'geotiff_labels.geojson'))\n",
    "cascaded_union(gdf.geometry.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a convenient visualization built into Jupyter notebooks, but what are the objects it's showing?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "POLYGON ((733633.9175634939 3724917.327059259, 733644.0265766426 3724916.940842033, 733643.0617814267 3724892.157892002, 733632.9527424234 3724892.544111664, 733633.9175634939 3724917.327059259))\n",
      "POLYGON ((733653.1326928001 3724949.324520395, 733648.855268121 3724922.585283833, 733642.8083045555 3724925.412150491, 733636.7858552651 3724926.852379398, 733638.0802132279 3724931.256500166, 733642.4909367257 3724931.19752501, 733643.0288657807 3724937.691814653, 733641.6848001335 3724942.564334524, 733641.2768538269 3724944.829464028, 733643.2673519406 3724949.61678283, 733653.1326928001 3724949.324520395))\n",
      "POLYGON ((733614.6924076959 3725025.91770485, 733618.2329309537 3725025.759830723, 733618.3612589325 3725028.493043821, 733623.4073750104 3725028.260883178, 733623.2266384158 3725024.250133027, 733629.2206437828 3725023.974487836, 733628.4996830962 3725008.231178387, 733624.4670389239 3725005.347326851, 733613.7709592135 3725005.83023022, 733614.6924076959 3725025.91770485))\n"
     ]
    }
   ],
   "source": [
    "for geom in gdf.geometry[0:3]:\n",
    "    print(geom)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A bunch of Well-Known-Text (WKT)-formatted strings. Let's convert these into something a deep learning model can use."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc8cce33fd0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fp_mask = sol.vector.mask.footprint_mask(df=os.path.join(data_dir, 'geotiff_labels.geojson'),\n",
    "                                      reference_im=os.path.join(data_dir, 'sample_geotiff.tif'))\n",
    "f, ax = plt.subplots(figsize=(10, 10))\n",
    "plt.imshow(fp_mask, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a `numpy` array of shape `(900, 900)` with `0` at non-building pixels and `255` at building pixels."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Polygon outlines\n",
    "\n",
    "What if we want to find all of the edges of these buildings? In that case, we can use the [solaris.vector.mask.boundary_mask()](../../api/vector.rst#solaris.vector.mask.boundary_mask) function. There are a few arguments to this function:\n",
    "\n",
    "- `footprint_msk`: Instead of providing `df` as you did for [footprint_mask()](../../api/vector.rst#solaris.vector.mask.footprint_mask), for this function you can provide the footprint output. (Don't worry, if you didn't make one yet, you can still just provide the `df` argument and other [footprint_mask()](../../api/vector.rst#solaris.vector.mask.footprint_mask) arguments - `solaris` will create it behind the scenes)\n",
    "- `out_file`: Same as earlier.\n",
    "- `reference_im`: Same as earlier.\n",
    "- `boundary_width`: The width, in pixel units, of the outline around the polygon. Defaults to `3`.\n",
    "- `boundary_type`: Should the boundary be inside the polygon (`\"inner\"`, the default value) or outside (`\"outer\"`)?\n",
    "- `burn_value`: Same as earlier, still defaults to `255`.\n",
    "\n",
    "You can also provide additional keyword arguments to pass to [footprint_mask()](../../api/vector.rst#solaris.vector.mask.footprint_mask) if that needs to be made first."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc8cc9ab6a0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "b_mask = sol.vector.mask.boundary_mask(fp_mask, boundary_width=5)\n",
    "f, ax = plt.subplots(figsize=(10, 10))\n",
    "ax.imshow(b_mask, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some of the SpaceNet competitors have found this type of mask useful for helping separate nearby objects.\n",
    "\n",
    "## Polygon contact points\n",
    "\n",
    "What about training a model to specifically find places where buildings are near each other? This can be helpful for the same purpose as the edges. The [solaris.vector.mask.contact_mask()](../../api/vector.rst#solaris.vector.mask.contact_mask) function creates this.\n",
    "\n",
    "Its arguments:\n",
    "\n",
    "\n",
    "- `contact_spacing`: An `int` specifying how close objects have to be for contact points to be labeled. Default value is 10.\n",
    "- `meters`: A boolean argument indicating whether or not the `contact_spacing` argument is in meters. Defaults to `False`, in which case it's in pixels.\n",
    "\n",
    "This function also takes `df` (__required__), `out_file`, `reference_im`, `geom_col`, `do_transform`, `affine_obj`, `shape`, `out_type`, and `burn_value` as arguments, which have the same meanings as in [solaris.vector.mask.footprint_mask()](../../api/vector.rst#solaris.vector.mask.footprint_mask).\n",
    "\n",
    "Let's create some contact points!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc8cc93f438>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c_mask = sol.vector.mask.contact_mask(df=os.path.join(data_dir, 'geotiff_labels.geojson'),\n",
    "                                      reference_im=os.path.join(data_dir, 'sample_geotiff.tif'),\n",
    "                                      contact_spacing=10, meters=True)\n",
    "f, ax = plt.subplots(figsize=(10, 10))\n",
    "ax.imshow(c_mask, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's create a three-channel mask containing all three of these layers! The [solaris.vector.mask.df_to_px_mask()](../../api/vector.rst#solaris.vector.mask.df_to_px_mask) function takes all of the same arguments as above, plus `channels`, a list specifying which of the three types of masks should be included. We'll make one that has them all!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc8cc81d6a0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fbc_mask = sol.vector.mask.df_to_px_mask(df=os.path.join(data_dir, 'geotiff_labels.geojson'),\n",
    "                                         channels=['footprint', 'boundary', 'contact'],\n",
    "                                         reference_im=os.path.join(data_dir, 'sample_geotiff.tif'),\n",
    "                                         boundary_width=5, contact_spacing=10, meters=True)\n",
    "f, ax = plt.subplots(figsize=(10, 10))\n",
    "ax.imshow(fbc_mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That mask looks ready to train a solid model!\n",
    "\n",
    "## Road network masks\n",
    "\n",
    "Finally, we can use linestrings to create a road network. Here we're going to use a different sample input image and geojson alongside the [solaris.vector.mask.road_mask()](../../api/vector.rst#solaris.vector.mask.road_mask). This function takes many of the same arguments as the earlier functions: `df` (__required__), `meters`, `out_file`, `reference_im`, `geom_col`, `do_transform`, `affine_obj`, `shape`, `out_type`, `burn_value`, and `burn_field`.\n",
    "\n",
    "This function also takes `width`, which specifies the width of the road network (in pixels unless `meters=True`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc8cc8a14a8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "road_mask = sol.vector.mask.road_mask(os.path.join(data_dir, 'sample_roads_for_masking.geojson'),\n",
    "                                      reference_im=os.path.join(data_dir, 'road_mask_input.tif'),\n",
    "                                      width=4, meters=True)\n",
    "\n",
    "f, ax = plt.subplots(figsize=(10, 10))\n",
    "ax.imshow(road_mask, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And there we go! Enjoy creating masks!! If you want to do this in batch without running python code, [the make_masks CLI function](cli_mask_creation.ipynb) allows you to do so, with the option of parallelizing some aspects."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
